{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         APPLY_NO APPLY_STS    APPLY_DT    DISTR_DT  SCORE_557  PFLAG_7D  \\\n",
      "0  20240487272847      COMP  2024-01-18  2024-01-19     623.77       0.0   \n",
      "\n",
      "   PFLAG_14D  PFLAG_30D  QYZXMODEL  HNDGMODEL  ...  ENTRODDAYAVGDEPO  \\\n",
      "0        0.0        0.0     637.37        NaN  ...            -999.0   \n",
      "\n",
      "   PERRODDBANKCUST  PERRODCURRACCTPROFIT  PERRODAGE  \\\n",
      "0              1.0                -999.0       32.0   \n",
      "\n",
      "   PERRODHOUSECOLLLOANBALANCE  PERRODOVERDUEAMT  PERRODOVERDUEDAY  \\\n",
      "0                      -999.0            -999.0            -999.0   \n",
      "\n",
      "   PERRODBASELIMIT  PERRODDAYAVGCURRBALANCE  PERRODBUSILOANCNT  \n",
      "0           -999.0                   -999.0                0.0  \n",
      "\n",
      "[1 rows x 48 columns]\n"
     ]
    }
   ],
   "source": [
    "#读取csv文件part-00001-ada4b76e-d96c-4cb5-bb12-a60b47a276c8-c000.csv，分隔符为’\\\\x7f\\\\x5e’,engin=‘python’ ，文件格式调整为parquet\n",
    "import pandas as pd\n",
    "df = pd.read_csv('part-00001-ada4b76e-d96c-4cb5-bb12-a60b47a276c8-c000.csv',sep='\\\\x7f\\\\x5e',engine='python')\n",
    "print(df.head(1))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_ranking.py:1183: UndefinedMetricWarning: No positive samples in y_true, true positive value should be meaningless\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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lk8mgr69fhImIiEgTnPElIsond3f3XPu4/vtRs2ZNqSMSEdE7cI0vEVE+/fnnn/jnn3/e+rqRkZH6FrdERFT8sPAlIiIiIp3ApQ5EREREpBNY+BJRsbNp0ybIZDJcvHgxR3tSUhJcXFxgbm6O8PBwdXtYWBg6dOiAKlWqwMjICFWqVEGbNm0wf/78oo4uub///huTJ0+Gs7MzLCwsYGhoiKpVq+Lzzz/HwYMHoVQq1X0jIiIgk8nw008/qdvefPfGxsa4d+9ervO3adMG9evXz9FmZ2eHzz77rPA+FBGRlrDwJaIS4eHDh3Bzc0NcXByOHz+O9u3bAwDWrFmDTp06wcLCAitWrEBYWBh+/PFH1KtXL0dBpwvOnj2LBg0aYN26dejWrRt27tyJ48ePY/78+TAwMMDnn3+OTZs25etcmZmZmDp1auEGJiIqYtzOjIiKvdu3b8PDwwPZ2dmIjIzMcQHZvHnz0KpVq1xF7sCBA6FSqYo6qmSSk5PRo0cPmJub4/fff0flypVzvD5gwABcvXoVz549y9f5OnXqhO3bt2Ps2LFwcnIqjMhEREWOM75EVKxdvnwZLVu2hFwux+nTp3PtmvDs2bNcRd4benof/kfc3bt3IZPJsHDhQixevBj29vYwNzdHs2bNcPbs2Rx9L168iH79+sHOzg4mJiaws7PDl19+mWvJwJvlBCdOnMCwYcNQvnx5lCtXDp9//jkeP35coJzr1q3D33//jcDAwLd+H46Ojmjbtm2+zjd+/HiUK1cOEyZMKFCegniz9GLHjh2YMmUKqlSpAgsLC3h4eODPP//M0Tc8PBzdu3dH1apVYWxsjFq1auGbb75BUlJSjn4zZ86ETCbDH3/8gS+//BKWlpaoWLEihgwZgpcvXxbZZyOi4oGFLxEVW6dPn0abNm1gbW2N06dPo0aNGrn6NGvWDHv37sXMmTNx5cqVHGtY/0upVEKhULz3kddM8cqVKxEeHo6lS5ciNDQUaWlp8PT0zFE83b17Fx9//DGWLl2qXnKRkJAAV1fXXAUZAPj6+sLAwADbt29HYGAgIiIiMGDAgAJ9V+Hh4dDX14enp2eBjv+vMmXKYOrUqQgLC8Nvv/2m8fEf8l1PnjwZ9+7dw/r167F27Vrcvn0bXbt2zTG2d+7cQbNmzbB69WocO3YM06dPx7lz59CyZUtkZ2fnOmevXr1Qp04d7N27FxMnTsT27dsxevRojT8XEZVwgoiomNm4caMAIAAIS0tL8eTJk7f2/euvv0T9+vXV/U1MTIS7u7tYsWKFyMrKytG3devW6n7vegwePFh9THx8vAAgGjRoIBQKhbr9/PnzAoDYsWPHW7MpFAqRmpoqzMzMRFBQUK7PN3z48Bz9AwMDBQCRkJCQ369KrW7duqJSpUq52pVKpcjOzlY/lEql+rUTJ04IAGLPnj25sl24cEFkZmaKGjVqCBcXF6FSqYQQr7/DTz75JMd72Nraii5duuRqy893PWPGjFx5PD09c5xr9+7dAoCIiorK87OrVCqRnZ0t7t27JwCIAwcOqF+bMWOGACACAwNzHDN8+HBhbGys/lxEpBu4xpeIiq1u3brh4MGD8Pf3x5YtW/K8HXDNmjVx5coVnD59GhEREbh48SIiIyPx66+/YuPGjTh9+jSMjY0BAMHBwe+8AcUb5cuXz9XWpUuXHO/v6OgIADmWMaSmpuL777/H3r17cffu3RwzlDdu3Mjz8/3bv89ZqVKl9+bMj4CAAAQFBeX4HP/73//ydayhoSHmzJkDLy8v7N69G3379s33+x46dAiZmZnv7VelSpVcbe/6Xpo2bQoAePLkCaZPn47Dhw/j8ePHOWaOb9y4kesceZ0zIyMDT548QcWKFfP3oYioxGPhS0TF1rRp0+Ds7IzZs2dDpVJh27ZteRa/enp6aNWqFVq1agUASEtLw9ChQ7Fr1y5s2LABw4cPBwDUqlULIh/37MlrbXC5cuVyPDcyMgIApKenq9u8vLzw66+/Ytq0aXB1dYWFhQVkMhk8PT1z9NPknPlVvXp13L59G69evYKpqam6fcyYMerlE/8t/vKjX79+WLhwIaZMmYLPP/8838c5ODgU2netUqnQoUMHPH78GNOmTUODBg1gZmYGlUqFpk2bFvp3TUQlF9f4ElGxNmvWLMyYMQM7d+6El5cXFArFe48xMzPDpEmTAADXrl1Tt7u7u8PAwOC9jyFDhmic8+XLl/jf//6H8ePHY+LEiXB3d4erqysaNGiA58+fa3w+TbVv3x5KpRJHjhzJ0V6tWjW4uLjAxcUFhoaGGp9XJpPhxx9/xJ07d7B27dp8H1ezZs18fdezZ8/WONO1a9dw5coVLFiwAN999x3atGkDV1fXXMUtEdF/ccaXiIq9mTNnQk9PDzNmzIAQAtu3b4dc/vqPr4SEhDx3MXiztODfv0r/kKUO7yOTySCEUM8kvrF+/fp3XnCnLb6+vli4cCHGjx+PFi1avHVnh4Lw8PBA+/btMXv2bFSrVi1fx3zIUof3kclkAJDruw4ODtb4XESkW1j4ElGJMH36dOjp6WHatGkQQmDHjh2Qy+X45JNP4O7ujs6dO6NmzZrIyMjAuXPnsGjRIlSsWBFDhw5Vn+Pjjz8utHwWFhZo1aoVFixYgPLly8POzg6RkZEICQlB2bJlC3zeTZs2wcfHBxs3boS3t/db+5UtWxb79+9H165d4eTkhGHDhqFp06YwNzfHs2fPcPLkSSQmJqJ58+YFyvHjjz+icePGePLkCT755JP39v/vtnPaVLduXdSsWRMTJ06EEAJWVlY4dOhQjrv5ERHlhYUvEZUYU6dOhZ6eHqZMmQKVSoWdO3di/vz5CAsLw9y5c5GYmAiFQoFq1arBy8sLU6ZM0erM5/ts374do0aNwvjx46FQKNCiRQuEh4ejS5cuBT5namoqAOTrczRt2hTXrl1DUFAQ9u/fj0WLFiErKwsVKlRA48aNsW7dOnz55ZcFytGwYUN8+eWX2L59e4GO1yYDAwMcOnQIo0aNwjfffAO5XA4PDw8cP34c1atXlzoeERVjMpGfqw+IiEgSX3zxBeLj43HhwgWpoxARlXic8SUiKqaEEIiIiMC2bdukjkJEVCpwxpeIiIiIdAK3MyMiIiIincDCl4iIiIh0AgtfIiIiItIJLHyJiIiISCfo3K4OKpUKjx8/RpkyZdR3/yEiIiKi4kMIgX/++QdVqlSBnp725ml1rvB9/Phxvm+5SURERETSefDgAapWraq18+lc4VumTBkAQHx8PKysrCROQ4UtOzsbx44dQ4cOHWBgYCB1HCpkHG/dwvHWLRxv3fL8+XPY29ur6zZt0bnC983yhjJlysDCwkLiNFTYsrOzYWpqCgsLC/5BqQM43rqF461bON66JTs7GwC0viyVF7cRERERkU5g4UtEREREOoGFLxERERHpBBa+RERERKQTWPgSERERkU5g4UtEREREOoGFLxERERHpBBa+RERERKQTWPgSERERkU5g4UtEREREOoGFLxERERHpBBa+RERERKQTWPgSERERkU5g4UtEREREOkHSwvfkyZPo2rUrqlSpAplMhv3797/3mMjISDRu3BjGxsaoUaMG1qxZU/hBiYiIiKjEk7TwTUtLg5OTE1asWJGv/vHx8fD09ISbmxsuXbqEyZMnY+TIkdi7d28hJyUiIiKikk4u5Zt37twZnTt3znf/NWvWoHr16li6dCkAoF69erh48SIWLlyIXr16FVJKIiIiIioNStQa36ioKHTo0CFHW8eOHXHx4kVkZ2dLlIqIiIiISgJJZ3w1lZiYiIoVK+Zoq1ixIhQKBZKSklC5cuVcx2RmZiIzM1P9PCUlBQCQnZ3NYlkHvBljjrVu4HjrFo63buF4647CrNFKVOELADKZLMdzIUSe7W/MmzcPs2bNytV+4sQJmJqaaj8gFUvh4eFSR6AixPHWLRxv3cLxLr2USiV2796NCxcuYPr06YXyHiWq8K1UqRISExNztD158gRyuRzlypXL85hJkyYhICBA/TwlJQXVqlVD27Zt33oMlR7Z2dkIDw9H+/btYWBgIHUcKmQcb93C8dYtHO/SLS4uDoMHD8a5c+cAAKmpqYXyPiWq8G3WrBkOHTqUo+3YsWNwcXF56w+BkZERjIyMcrUbGBjwB0eHcLx1C8dbt3C8dQvHu3QRQmDr1q349ttvkZqaCktLS6xevRodOnTAiBEjtP5+kl7clpqaisuXL+Py5csAXm9XdvnyZdy/fx/A69naQYMGqfv7+fnh3r17CAgIwI0bN7BhwwaEhIRg7NixUsQnIiIiogJ68eIF+vXrh8GDByM1NRVubm64cuUKvvzyy0J7T0kL34sXL6Jhw4Zo2LAhACAgIAANGzZUr+tISEhQF8EAYG9vjyNHjiAiIgLOzs74/vvvsWzZMm5lRkRERFTCDBs2DLt374ZcLsfcuXNx4sQJ2NraFup7SrrUoU2bNuqL0/KyadOmXG2tW7dGTExMIaYiIiIiosI2f/58xMXFYeXKlXB1dS2S9yxR+/gSERERUcl08+ZNBAUFqZ/b2dnh3LlzRVb0Aix8iYiIiKgQCSGwZs0aNGrUCP7+/ggLC1O/9rbtaAtLidrVgYiIiIhKjqdPn2Lo0KHqXbk8PDzQoEEDyfJwxpeIiIiItO7o0aNo0KABDh06BENDQyxevBhhYWGoUqWKZJk440tEREREWjVt2jTMmTMHAODg4IDt27fDyclJ4lSc8SUiIiIiLfvkk08AACNGjMDFixeLRdELcMaXiIiIiD6QSqXCvXv3YG9vDwDo168f6tatC2dnZ2mD/QdnfImIiIiowBISEtC5c2c0a9YMT548UbcXt6IXYOFLRERERAV04MABNGjQAMeOHcPLly9x8eJFqSO9EwtfIiIiItJIWloavvnmG/To0QPPnj2Ds7MzYmJi4OnpKXW0d2LhS0RERET5Fh0djUaNGmHt2rWQyWQYN24czp49i3r16kkd7b14cRsRERER5duqVatw69Yt2NjYYMuWLWjXrp3UkfKNhS8RERER5duSJUtgamqKWbNmwcrKSuo4GuFSByIiIiJ6q127dmHAgAEQQgAALCwssHz58hJX9AIsfImIiIgoDykpKRg8eDD69euH0NBQ7Ny5U+pIH4xLHYiIiIgoh6ioKPTv3x/x8fHQ09PDlClT0Lt3b6ljfTAWvkREREQEAFAoFJgzZw7mzJkDpVIJOzs7bN26FS1btpQ6mlaw8CUiIiIiAIC3tzdCQ0MBAAMGDMCKFStgaWkpcSrt4RpfIiIiIgIAfPfddyhXrhy2b9+OrVu3lqqiF+CMLxEREZHOevHiBc6dO4dOnToBAD799FPcu3cPZmZmEicrHJzxJSIiItJBERERcHR0RI8ePXDt2jV1e2ktegEWvkREREQ6JSsrCxMnTkS7du3w8OFDVK9eHdnZ2VLHKhJc6kBERESkI27evIn+/fsjJiYGAODr64slS5bA3Nxc4mRFgzO+RERERDpg/fr1aNSoEWJiYmBlZYV9+/Zh3bp1OlP0ApzxJSIiItIJf//9N9LT0+Hh4YHNmzejSpUqUkcqcix8iYiIiEqp9PR0mJiYAAAmTpwIe3t79OvXD3p6uvlLf9381ERERESlWEZGBvz9/fHpp58iIyMDAKCvrw8vLy+dLXoBFr5EREREpUpsbCxcXV0RFBSE2NhYHD58WOpIxQYLXyIiIqJSQKVSISgoCK6urrh27Rqsra1x+PBh9OrVS+poxQbX+BIRERGVcAkJCfD29saxY8cAAF26dMGGDRtgbW0tcbLihTO+RERERCXct99+i2PHjsHY2BirVq3CoUOHWPTmgTO+RERERCXc0qVLkZycjJUrV6JevXpSxym2OONLREREVMJER0fjxx9/VD+vXr06fvvtNxa978EZXyIiIqISQqlUYsGCBZg2bRoUCgWcnJzQqVMnqWOVGCx8iYiIiEqABw8eYODAgYiMjAQA9OrVC02aNJE4VcnCpQ5ERERExdyuXbvg6OiIyMhImJmZYcOGDdizZw+srKykjlaicMaXiIiIqBgbNWoUli1bBgBo0qQJQkNDUatWLYlTlUyc8SUiIiIqxlq2bAk9PT1MmzYNp0+fZtH7ATjjS0RERFSMKBQK/PXXX6hbty4AoE+fPnByckKdOnUkTlbyccaXiIiIqJiIi4tDq1at0KpVK/z999/qdha92sHCl4iIiEhiQghs3rwZTk5OiIqKQmZmJv744w+pY5U6LHyJiIiIJPTixQv069cP3t7eSE1NhZubG65evYp27dpJHa3UYeFLREREJJGIiAg4Ojpi9+7dkMvlmDt3Lk6cOAFbW1upo5VKvLiNiIiISCLbtm3Dw4cPUbt2bYSGhsLV1VXqSKUaC18iIiKiIiSEgEwmAwAsXboU1tbWmDx5MszNzSVOVvpxqQMRERFRERBCIDg4GL1794ZKpQIAmJub44cffmDRW0Q440tERERUyJ4+fQpfX18cPHgQALB371706dNH4lS6hzO+RERERIUoLCwMjo6OOHjwIAwNDbFo0SL06tVL6lg6iTO+RERERIUgIyMDEydORFBQEADAwcEB27dvh5OTk8TJdBcLXyIiIqJC0L9/f+zbtw8AMGLECAQGBsLExETiVLqNSx2IiIiICsHEiRNhY2ODw4cPY/ny5Sx6iwHO+BIRERFpQUJCAs6dO4cePXoAAFxdXXHnzh0YGRlJG4zUOONLRERE9IEOHDgAR0dH9O3bF1evXlW3s+gtXlj4EhERERVQWloa/Pz80KNHDyQlJcHBwQGGhoZSx6K3YOFLREREVADR0dFo3LgxgoODAQBjx47F2bNnUbduXYmT0dtwjS8RERGRhhYtWoSJEydCoVDAxsYGmzdvhru7u9Sx6D0440tERESkoezsbCgUCvTq1QtXr15l0VtCcMaXiIiIKB9SUlJgYWEBABg3bhwcHBzQtWtXyGQyiZNRfnHGl4iIiOgdUlJS4O3tjWbNmiE9PR0AoK+vj27durHoLWFY+BIRERG9RVRUFJydnbF582bcvHkTv/32m9SR6AOw8CUiIiL6D4VCgZkzZ8LNzQ3x8fGwtbVFZGQkunTpInU0+gBc40tERET0L3FxcRgwYACioqIAAP3798fKlSthaWkpcTL6UCx8iYiIiP5l9OjRiIqKgoWFBVavXg0vLy+pI5GWsPAlIiIi+peVK1cCAJYtWwZbW1uJ05A2cY0vERER6bTIyEjMmjVL/bxq1ao4cOAAi95SiDO+REREpJOysrIwY8YM/PjjjxBCoGnTpujYsaPUsagQsfAlIiIinfPnn3/Cy8sLMTExAABfX1+0aNFC4lRU2LjUgYiIiHSGEALBwcFo2LAhYmJiYGVlhb1792LdunUwNzeXOh4VMs74EhERkc4YOnQoNm7cCADw8PDApk2bYGNjI3EqKiqc8SUiIiKd0aVLFxgaGmLRokUICwtj0atjOONLREREpVZGRgb+/PNPODk5AQB69eqFv/76C9WqVZM4GUmBM75ERERUKsXGxsLV1RUeHh5ITExUt7Po1V0sfImIiKhUUalUCAoKgqurK65duwY9PT3Ex8dLHYuKAS51ICIiolIjISEBPj4+CAsLA/B6Te+GDRtgbW0tcTIqDjjjS0RERKXCgQMH4OjoiLCwMBgbG2PlypU4dOgQi15S44wvERERlQqHDx9GUlISnJ2dERoaCgcHB6kjUTHDwpeIiIhKLCEEZDIZAGDJkiWwt7dHQEAAjIyMJE5GxZHkSx1WrVoFe3t7GBsbo3Hjxjh16tQ7+4eGhsLJyQmmpqaoXLkyfHx88OzZsyJKS0RERMWBUqnE/Pnz8dlnn0GlUgEAzMzMMGnSJBa99FaSFr67du2Cv78/pkyZgkuXLsHNzQ2dO3fG/fv38+x/+vRpDBo0CEOHDsUff/yBPXv24MKFC/D19S3i5ERERCSVBw8ewN3dHZMmTcKRI0dw6NAhqSNRCSFp4bt48WIMHToUvr6+qFevHpYuXYpq1aph9erVefY/e/Ys7OzsMHLkSNjb26Nly5b45ptvcPHixSJOTkRERFLYvXs3HB0dERkZCTMzM2zYsAHdunWTOhaVEJIVvllZWYiOjkaHDh1ytHfo0AFnzpzJ85jmzZvj4cOHOHLkCIQQ+Pvvv/HTTz+hS5cuRRGZiIiIJJKSkoKgoCAMGDAAycnJaNKkCS5fvgwfHx/1Gl+i95Hs4rakpCQolUpUrFgxR3vFihVz3F3l35o3b47Q0FD07dsXGRkZUCgU6NatG5YvX/7W98nMzERmZqb6eUpKCgAgOzsb2dnZWvgkVJy9GWOOtW7geOsWjrdu8fLywokTJ6Cnp4eJEydiypQpMDAw4PiXUoU1rpLv6vDff6X9++rM/7p+/TpGjhyJ6dOno2PHjkhISMC4cePg5+eHkJCQPI+ZN28eZs2alav9xIkTMDU1/fAPQCVCeHi41BGoCHG8dQvHWzd07NgR165dw4gRI+Dg4MBxL+VevXpVKOeVCSFEoZz5PbKysmBqaoo9e/agZ8+e6vZRo0bh8uXLiIyMzHXMwIEDkZGRgT179qjbTp8+DTc3Nzx+/BiVK1fOdUxeM77VqlVDQkICypUrp+VPRcVNdnY2wsPD0b59exgYGEgdhwoZx1u3cLxLt7i4OFy4cAF9+/YF8Hq8jx49ik6dOnG8dcCzZ89QuXJlvHz5EhYWFlo7r2QzvoaGhmjcuDHCw8NzFL7h4eHo3r17nse8evUKcnnOyPr6+gBezxTnxcjIKM9tTQwMDPiDo0M43rqF461bON6lixACW7ZswYgRI5CZmYn69evD2dkZwOu/8zneuqGwxljSXR0CAgKwfv16bNiwATdu3MDo0aNx//59+Pn5AQAmTZqEQYMGqft37doV+/btw+rVqxEXF4fff/8dI0eORJMmTVClShWpPgYRERFpwYsXL9C3b194e3sjNTUVTZs2xUcffSR1LCpFJF3j27dvXzx79gyzZ89GQkIC6tevjyNHjsDW1hYAkJCQkGNPX29vb/zzzz9YsWIFxowZg7Jly6Jdu3b48ccfpfoIREREpAUREREYOHAgHj58CLlcjlmzZmHChAnq3+wSaYPkF7cNHz4cw4cPz/O1TZs25Wr77rvv8N133xVyKiIiIioq06dPx5w5cyCEQO3atREaGgpXV1epY1EpJPkti4mIiEi3lSlTBkIIfPXVV4iJiWHRS4VG8hlfIiIi0i1CCCQlJaFChQoAgDFjxsDV1RVt2rSRNhiVepzxJSIioiLz9OlTdO/eHW5ubuq9WvX09Fj0UpFg4UtERERF4ujRo3B0dMShQ4cQHx+PM2fOSB2JdAwLXyIiIipUGRkZGDVqFDp37ozExEQ4ODjg/Pnz8PDwkDoa6Riu8SUiIqJCExsbCy8vL1y7dg0AMGLECAQGBsLExETiZKSLWPgSERFRoZk8eTKuXbsGa2trbNy4EZ6enlJHIh3GpQ5ERERUaNasWYP+/fsjNjaWRS9JjoUvERERac2BAwcwceJE9XMbGxts27YN1tbWEqYieo1LHYiIiOiDpaWlISAgAGvXrgUAtGvXDh06dJA4FVFOLHyJiIjog0RHR8PLywu3bt2CTCbD2LFj0bp1a6ljEeXCwpeIiIgKRKlUYsGCBZg2bRoUCgVsbGywZcsWtGvXTupoRHli4UtEREQF0rdvX+zduxcA0KtXL6xduxZWVlYSpyJ6O17cRkRERAUyYMAAmJubY8OGDdizZw+LXir2OONLRERE+ZKSkoKbN2+iSZMmAIAePXogLi4OFSpUkDgZUf5wxpeIiIjeKyoqCs7OzujcuTMeP36sbmfRSyUJC18iIiJ6K4VCgZkzZ8LNzQ3x8fGwsLDA33//LXUsogLhUgciIiLKU1xcHAYMGICoqCgAr9f0rlixApaWlhInIyoYzvgSERFRLps3b4aTkxOioqJgaWmJ7du3Y+vWrSx6qUTjjC8RERHlcvbsWaSmpsLNzQ1bt26Fra2t1JGIPhgLXyIiIgLwej2vXP66NFi0aBHq168PPz8/6OvrS5yMSDu41IGIiEjHZWVlYeLEiejcuTNUKhUAwNTUFN9++y2LXipVOONLRESkw27evIn+/fsjJiYGAHDs2DF06tRJ4lREhYMzvkRERDpICIE1a9agUaNGiImJgZWVFfbt28eil0o1zvgSERHpmKdPn2Lo0KE4dOgQAMDDwwObN29GlSpVJE5GVLg440tERKRj+vXrh0OHDsHQ0BCLFi1CWFgYi17SCSx8iYiIdMyiRYvQsGFDnD9/HgEBAdDTYzlAuoH/pxMREZVysbGx2LJli/q5s7MzoqOj4eTkJGEqoqLHwpeIiKiUUqlUCAoKgqurK3x9fdU7NwCATCaTMBmRNHhxGxERUSmUkJAAb29vHDt2DADQpUsXVK1aVeJURNLijC8REVEpc+DAATRo0ADHjh2DsbExVq1ahUOHDsHa2lrqaESS4owvERFRKTJq1CgsW7YMwOu1vNu3b0e9evUkTkVUPHDGl4iIqBSxs7MDAIwdOxZnz55l0Uv0L5zxJSIiKsGUSiUSExNhY2MD4PWMb8uWLeHq6ipxMqLihzO+REREJdSDBw/g7u6Odu3aIS0tDQCgp6fHopfoLVj4EhERlUC7du2Co6MjIiMj8ejRI1y6dEnqSETFHgtfIiKiEiQlJQWDBw9Gv379kJycjCZNmuDy5cto2bKl1NGIij0WvkRERCVEVFQUnJ2dsWXLFujp6WHatGk4ffo0atWqJXU0ohKBF7cRERGVEHPmzEF8fDzs7OywdetWzvISaYgzvkRERCXE+vXrMWzYMC5tICogFr5ERETFkBACW7ZswejRo9VtlStXxqpVq2BpaSlhMqKSi0sdiIiIipkXL17Az88Pu3fvBgB89tlncHd3lzgVUcnHwpeIiKgYiYiIwMCBA/Hw4UPI5XLMmjULbdq0kToWUanAwpeIiKgYyMrKwvTp0xEYGAghBGrXro3Q0FDejIJIi1j4EhERFQM9evTAL7/8AgDw9fXFkiVLYG5uLnEqotKFF7cREREVA8OGDUO5cuWwb98+rFu3jkUvUSHgjC8REZEEnj59ips3b8LNzQ0A0LVrV8TFxcHCwkLiZESlF2d8iYiIilhYWBgcHR3RvXt3PHz4UN3OopeocLHwJSIiKiIZGRnw9/dHp06dkJiYiMqVK+Off/6ROhaRzmDhS0REVARiY2Ph6uqKoKAgAMCIESNw8eJF1KtXT+JkRLqDhS8REVEhCwoKgqurK65duwZra2scPnwYy5cvh4mJidTRiHQKC18iIqJCduvWLWRmZqJLly6IjY2Fp6en1JGIdBJ3dSAiIioEmZmZMDIyAgAsWLAAn376KQYOHAiZTCZxMiLdxRlfIiIiLUpLS4Ofnx86deoEpVIJADA1NcWgQYNY9BJJrECFr0KhwPHjxxEcHKy+GvXx48dITU3VajgiIqKSJDo6Go0bN0ZwcDAiIiJw8uRJqSMR0b9ovNTh3r176NSpE+7fv4/MzEy0b98eZcqUQWBgIDIyMrBmzZrCyElERFRsKZVKLFy4EFOnToVCoYCNjQ02b96Mtm3bSh2NiP5F4xnfUaNGwcXFBS9evMhxNWrPnj3x66+/ajUcERFRcffgwQO4u7tj4sSJUCgU6NWrF65cuQJ3d3epoxHRf2g843v69Gn8/vvvMDQ0zNFua2uLR48eaS0YERFRSeDl5YXTp0/DzMwMy5Ytg4+PD9fyEhVTGs/4qlQq9WL9f3v48CHKlCmjlVBEREQlxYoVK+Dm5obLly9jyJAhLHqJijGNC9/27dtj6dKl6ucymQypqamYMWMG9yUkIqJSLyoqCuvWrVM/d3JyQmRkJGrVqiVhKiLKD42XOixZsgRt27aFg4MDMjIy4OXlhdu3b6N8+fLYsWNHYWQkIiKSnEKhwJw5czBnzhzIZDI0atQIjRs3BgDO8hKVEBoXvlWqVMHly5exc+dOREdHQ6VSYejQoejfvz9vvUhERKVSXFwcBgwYgKioKABA//79OcNLVAJpXPiePHkSzZs3h4+PD3x8fNTtCoUCJ0+eRKtWrbQakIiISCpCCGzduhXffvstUlNTYWFhgdWrV8PLy0vqaERUABqv8W3bti2eP3+eq/3ly5fcr5CIiEoVHx8fDB48GKmpqWjZsiWuXLnCopeoBNO48BVC5LmW6dmzZzAzM9NKKCIiouKgYcOGkMvlmDt3LiIiImBnZyd1JCL6APle6vD5558DeL2A39vbG0ZGRurXlEolrl69iubNm2s/IRERURHJysrC48eP1QXud999h/bt28PBwUHaYESkFfkufC0tLQG8nvEtU6ZMjgvZDA0N0bRpU3z11VfaT0hERFQE/vzzT3h5eSElJQWXLl2Cubk59PT0WPQSlSL5Lnw3btwIALCzs8PYsWO5rIGIiEoFIQTWrl2L0aNHIz09HVZWVrhx4wZcXV2ljkZEWqbxrg4zZswojBxERERF7unTp/D19cXBgwcBAB4eHti0aRNsbGwkTkZEhUHjwhcAfvrpJ+zevRv3799HVlZWjtdiYmK0EoyIiKgwhYWFwdvbG4mJiTA0NMS8efPg7+8PPT2Nr/smohJC45/uZcuWwcfHB9bW1rh06RKaNGmCcuXKIS4uDp07dy6MjERERFolhMCyZcuQmJiIevXq4dy5cwgICGDRS1TKafwTvmrVKqxduxYrVqyAoaEhxo8fj/DwcIwcORIvX74sjIxERERaJZPJEBISgvHjxyM6OhrOzs5SRyKiIqBx4Xv//n31tmUmJib4559/AAADBw7Ejh07tJuOiIhIC1QqFYKCgjB8+HB1W6VKlfDjjz/m2KWIiEo3jQvfSpUq4dmzZwAAW1tbnD17FgAQHx8PIYR20xEREX2ghIQEeHp6wt/fH6tXr0ZkZKTUkYhIIhoXvu3atcOhQ4cAAEOHDsXo0aPRvn179O3bFz179tR6QCIiooI6cOAAHB0dERYWBmNjY6xatQqtWrWSOhYRSUTjXR3Wrl0LlUoFAPDz84OVlRVOnz6Nrl27ws/PT+sBiYiINJWWloYxY8YgODgYAODs7Izt27ejXr16EicjIilpXPjq6enluOr1iy++wBdffAEAePToEfc+JCIiSQkh4OnpiZMnTwIAxo0bh++//x5GRkYSJyMiqWll35bExER89913qFWrlsbHrlq1Cvb29jA2Nkbjxo1x6tSpd/bPzMzElClTYGtrCyMjI9SsWRMbNmwoaHQiIiplZDIZJkyYABsbGxw/fhyBgYEseokIgAaFb3JyMvr3748KFSqgSpUqWLZsGVQqFaZPn44aNWrg7NmzGhegu3btgr+/P6ZMmYJLly7Bzc0NnTt3xv379996zBdffIFff/0VISEh+PPPP7Fjxw7UrVtXo/clIqLS5cGDB/j111/Vzz09PXH79m24u7tLmIqIipt8L3WYPHkyTp48icGDB+Po0aMYPXo0jh49ioyMDPzyyy9o3bq1xm++ePFiDB06FL6+vgCApUuXIiwsDKtXr8a8efNy9T969CgiIyMRFxcHKysrAICdnZ3G70tERKXH7t27MWLECADAlStXUL16dQDgNmVElEu+Z3wPHz6MjRs3YuHChTh48CCEEKhTpw5+++23AhW9WVlZiI6ORocOHXK0d+jQAWfOnMnzmIMHD8LFxQWBgYGwsbFBnTp1MHbsWKSnp2v8/kREVLKlpKQgKCgIAwYMQHJyMurUqQOlUil1LCIqxvI94/v48WM4ODgAAGrUqAFjY2P1TG1BJCUlQalUomLFijnaK1asiMTExDyPiYuLw+nTp2FsbIyff/4ZSUlJGD58OJ4/f/7WZRaZmZnIzMxUP09JSQEAZGdnIzs7u8D5qWR4M8Yca93A8dYdZ8+exaBBg3D37l3o6elh4sSJmDJlCgwMDDj+pRR/vnVLYY1zvgtflUoFAwMD9XN9fX2YmZl9cACZTJbjuRAiV9u/M8hkMoSGhsLS0hLA6+USvXv3xsqVK/P8tda8efMwa9asXO0nTpyAqanpB+enkiE8PFzqCFSEON6llxACu3fvxq5du6BSqWBtbQ1/f384ODhw3HUEx1k3vHr1qlDOm+/CVwgBb29v9ZWxGRkZ8PPzy1X87tu3L1/nK1++PPT19XPN7j558iTXLPAblStXho2NjbroBYB69epBCIGHDx+idu3auY6ZNGkSAgIC1M9TUlJQrVo1tG3bFuXKlctXViq5srOzER4ejvbt2+f4hxuVThxv3fDrr79CpVKhX79+6Nq1K3r06MHx1gH8+dYtb+4SrG35LnwHDx6c4/mAAQM+6I0NDQ3RuHFjhIeH57jjW3h4OLp3757nMS1atMCePXuQmpoKc3NzAMCtW7egp6eHqlWr5nmMkZFRntvYGBgY8AdHh3C8dQvHu3QRQiAtLU39535gYCA8PDzg6emJI0eOcLx1DMdbNxTWGOe78N24caPW3zwgIAADBw6Ei4sLmjVrhrVr1+L+/fvqO8BNmjQJjx49wpYtWwAAXl5e+P777+Hj44NZs2YhKSkJ48aNw5AhQ3j1LhFRKfTixQt88803SExMxIkTJ6Cvrw8TExN0796daz2JSGMa37lNm/r27Ytnz55h9uzZSEhIQP369XHkyBHY2toCABISEnLs6Wtubo7w8HB89913cHFxQbly5fDFF19gzpw5Un0EIiIqJCdOnMCgQYPw8OFDyOVynDt3Ds2bN5c6FhGVYJIWvgAwfPhwDB8+PM/XNm3alKutbt26XNhORFSKZWVlYdq0aViwYAGEEKhduzZCQ0Ph6uoqdTQiKuEkL3yJiIjeuHnzJvr374+YmBgAwFdffYXFixer1/cSEX0IFr5ERFQsvNk9KCYmBlZWVli/fn2Oi5+JiD5Uvu/cRkREVJhkMhnWr1+Pzz77DLGxsSx6iUjrClT4bt26FS1atECVKlVw7949AMDSpUtx4MABrYYjIqLSLSwsDMuXL1c/r1+/Pg4dOoQqVapImIqISiuNC9/Vq1cjICAAnp6eSE5OVt8XvWzZsli6dKm28xERUSmUkZGBUaNGoVOnThg9ejQuXrwodSQi0gEaF77Lly/HunXrMGXKFOjr66vbXVxcEBsbq9VwRERU+sTGxsLV1RXLli0DAAwbNgyffPKJxKmISBdoXPjGx8ejYcOGudqNjIyQlpamlVBERFT6qFQqBAUFwdXVFdeuXYO1tTUOHz6M5cuX8yZERFQkNN7Vwd7eHpcvX1bfZOKNX375BQ4ODloLRkREpYcQAp9//rn6WpDPPvsMISEhsLa2ljgZEekSjQvfcePG4dtvv0VGRgaEEDh//jx27NiBefPmYf369YWRkYiISjiZTAYPDw+EhYVh8eLF8PPzg0wmkzoWEekYjQtfHx8fKBQKjB8/Hq9evYKXlxdsbGwQFBSEfv36FUZGIiIqgdLS0vDo0SPUqVMHAPDtt9+iS5cusLe3lzgZEemqAt3A4quvvsJXX32FpKQkqFQq/qqKiIhyiI6OhpeXFxQKBS5fvowyZcpAJpOx6CUiSWl8cdusWbNw584dAED58uVZ9BIRkZpSqcT8+fPRtGlT3Lp1C5mZmYiPj5c6FhERgAIUvnv37kWdOnXQtGlTrFixAk+fPi2MXEREVMLcv38f7u7umDRpEhQKBXr16oWrV6/C0dFR6mhERAAKUPhevXoVV69eRbt27bB48WLY2NjA09MT27dvx6tXrwojIxERFXO7du2Co6MjIiMjYWZmhg0bNmDPnj2wsrKSOhoRkVqBbln8ySef4IcffkBcXBxOnDgBe3t7+Pv7o1KlStrOR0RExZwQAtu2bcPLly/RpEkTXL58GT4+Pty1gYiKnQIVvv9mZmYGExMTGBoaIjs7WxuZiIioBBBCAHi9VVlISAjmzp2L06dPo1atWhInIyLKW4EK3/j4eMydOxcODg5wcXFBTEwMZs6cicTERG3nIyKiYkahUGDmzJkYOnSous3a2hqTJ0+GgYGBhMmIiN5N4+3MmjVrhvPnz6NBgwbw8fFR7+NLRESlX1xcHAYMGICoqCgAgK+vL5o3by5xKiKi/NG48G3bti3Wr1+PTz75pDDyEBFRMSSEwJYtWzBixAikpqbCwsICq1evZtFLRCWKxoXvDz/8UBg5iIiomHrx4gW++eYb7NmzBwDg5uaGrVu3wtbWVuJkRESayVfhGxAQgO+//x5mZmYICAh4Z9/FixdrJRgREUlPCIGOHTviwoULkMvlmDVrFiZMmAB9fX2poxERaSxfhe+lS5fUOzZcunSpUAMREVHxIZPJMHv2bIwaNQrbtm2Dq6ur1JGIiAosX4XviRMn8vxvIiIqfW7evIn4+Hh07twZANCpUydcu3aNOzYQUYmn8XZmQ4YMwT///JOrPS0tDUOGDNFKKCIiKnpCCAQHB6NRo0bo168f7t69q36NRS8RlQYaF76bN29Genp6rvb09HRs2bJFK6GIiKhoPX36FD169ICfnx/S09PRpEkTGBoaSh2LiEir8r2rQ0pKCoQQEELgn3/+gbGxsfo1pVKJI0eOwNraulBCEhFR4Tl69Ch8fHyQmJgIQ0NDzJs3D/7+/tDT++CbexIRFSv5LnzLli0LmUwGmUyGOnXq5HpdJpNh1qxZWg1HRESFRwiBgIAALF26FADg4OCA7du3w8nJSdpgRESFJN+F74kTJyCEQLt27bB3715YWVmpXzM0NIStrS2qVKlSKCGJiEj7ZDKZ+r9HjBiBwMBAmJiYSJiIiKhw5bvwbd26NQAgPj4e1atXz/EHJhERlQwqlQopKSkoW7YsAGDevHno2rUr2rVrJ20wIqIikK/C9+rVq6hfvz709PTw8uVLxMbGvrWvo6Oj1sIREZH2JCQkwMfHB6mpqYiIiIBcLoexsTGLXiLSGfkqfJ2dnZGYmAhra2s4OztDJpNBCJGrn0wmg1Kp1HpIIiL6MAcOHICvry+SkpJgbGyMS5cu8WYURKRz8lX4xsfHo0KFCur/JiKikiEtLQ1jxoxBcHAwgNcTGaGhoXBwcJA4GRFR0ctX4Wtra5vnfxMRUfEVHR0NLy8v3Lp1CwAwduxYzJkzB0ZGRhInIyKSRoFuYHH48GH18/Hjx6Ns2bJo3rw57t27p9VwRERUMEIIDBs2DLdu3YKNjQ2OHz+OBQsWsOglIp2mceH7ww8/qLe7iYqKwooVKxAYGIjy5ctj9OjRWg9IRESak8lk2LRpE7y8vHD16lW4u7tLHYmISHL53s7sjQcPHqBWrVoAgP3796N37974+uuv0aJFC7Rp00bb+YiIKJ927dqFhw8fYsyYMQBe35AiNDRU4lRERMWHxjO+5ubmePbsGQDg2LFj8PDwAAAYGxsjPT1du+mIiOi9UlJSMHjwYPTr1w8TJkxATEyM1JGIiIoljWd827dvD19fXzRs2BC3bt1Cly5dAAB//PEH7OzstJ2PiIjeISoqCv3790d8fDz09PQwefJkNGjQQOpYRETFksYzvitXrkSzZs3w9OlT7N27F+XKlQPw+urhL7/8UusBiYgoN4VCgZkzZ8LNzQ3x8fGws7NDZGQkZs+eDQMDA6njEREVSxrP+JYtWxYrVqzI1T5r1iytBCIioncTQqBTp0749ddfAQADBgzAihUrYGlpKXEyIqLiTePCFwCSk5MREhKCGzduQCaToV69ehg6dCj/0CUiKgIymQy9evXChQsXsHr1anh5eUkdiYioRNB4qcPFixdRs2ZNLFmyBM+fP0dSUhKWLFmCmjVr8oIKIqJC8uLFC1y7dk393M/PD3/++SeLXiIiDWg84zt69Gh069YN69atg1z++nCFQgFfX1/4+/vj5MmTWg9JRKTLIiIiMHDgQMjlcly5cgUWFhaQyWSoVKmS1NGIiEqUAs34TpgwQV30AoBcLsf48eNx8eJFrYYjItJlWVlZmDhxItq1a4eHDx9CLpcjISFB6lhERCWWxoWvhYUF7t+/n6v9wYMHKFOmjFZCERHpuj///BPNmjXDjz/+CCEEfH19cenSJXz88cdSRyMiKrE0Lnz79u2LoUOHYteuXXjw4AEePnyInTt3wtfXl9uZERF9ICEEgoOD0bBhQ8TExMDKygp79+7FunXrYG5uLnU8IqISTeM1vgsXLoRMJsOgQYOgUCgAAAYGBhg2bBjmz5+v9YBERLrmyJEjSE9Ph4eHBzZt2gQbGxupIxERlQoaF76GhoYICgrCvHnzcOfOHQghUKtWLZiamhZGPiIinaBSqaCnpweZTIb169dj165dGD58OPT0NP7FHBERvUW+/0R99eoVvv32W9jY2MDa2hq+vr6oXLkyHB0dWfQSERVQRkYG/P39MXjwYHVbhQoVMGLECBa9RERalu8/VWfMmIFNmzahS5cu6NevH8LDwzFs2LDCzEZEVKrFxsbC1dUVQUFB2LZtG3fGISIqZPle6rBv3z6EhISgX79+AF7fIrNFixZQKpXQ19cvtIBERKWNSqXC8uXLMWHCBGRmZsLa2hobN26Ei4uL1NGIiEq1fM/4PnjwAG5uburnTZo0gVwux+PHjwslGBFRaZSQkABPT0/4+/sjMzMTXbp0QWxsLDw9PaWORkRU6uV7xlepVMLQ0DDnwXK5emcHIiJ6NyEEOnXqhKtXr8LY2BiLFy+Gn58fZDKZ1NGIiHRCvgtfIQS8vb1hZGSkbsvIyICfnx/MzMzUbfv27dNuQiKiUkImk2HhwoWYMGECtm3bBgcHB6kjERHplHwXvv++4viNAQMGaDUMEVFpEx0djYcPH6J79+4AgPbt28Pd3Z07NhARSSDfhe/GjRsLMwcRUamiVCqxcOFCTJ06FSYmJrhy5Qrs7e0BgEUvEZFENL6BBRERvduDBw8wcOBAREZGAgA6dOgACwsLiVMRERGnHYiItGjXrl1wdHREZGQkzMzMEBISgj179qBcuXJSRyMi0nmc8SUi0gIhBIYMGYJNmzYBeL3lY2hoKGrVqiVtMCIiUuOMLxGRFshkMpQvXx56enqYOnUqTp8+zaKXiKiY4YwvEVEBKRQKvHjxAhUqVAAAzJkzB71798ann34qcTIiIspLgWZ8t27dihYtWqBKlSq4d+8eAGDp0qU4cOCAVsMRERVXcXFxaNWqFbp3766+kY+RkRGLXiKiYkzjwnf16tUICAiAp6cnkpOToVQqAQBly5bF0qVLtZ2PiKhYEUJgy5YtcHZ2RlRUFP744w9cv35d6lhERJQPGhe+y5cvx7p16zBlyhTo6+ur211cXBAbG6vVcERExcmLFy/Qr18/DB48GP/88w9atmyJK1euwNHRUepoRESUDxoXvvHx8WjYsGGudiMjI6SlpWklFBFRcRMREQFHR0fs3r0bcrkcc+fORUREBOzs7KSORkRE+aTxxW329va4fPkybG1tc7T/8ssvvO88EZVKKpUK48aNw8OHD1G7dm2EhobC1dVV6lhERKQhjQvfcePG4dtvv0VGRgaEEDh//jx27NiBefPmYf369YWRkYhIUnp6etiyZQuWL1+OwMBAmJubSx2JiIgKQOPC18fHBwqFAuPHj8erV6/g5eUFGxsbBAUFoV+/foWRkYioSAkhsG7dOiQlJWHy5MkAgHr16mHVqlUSJyMiog9RoH18v/rqK3z11VdISkqCSqWCtbW1tnMREUni6dOn+Oqrr3DgwAHo6enB09MTzs7OUsciIiIt+KAbWJQvX15bOYiIJBcWFgZvb28kJibC0NAQ8+fP544NRESlSIEubpPJZG99PS4u7oMCEREVtYyMDEyaNEm9F7mDgwO2b98OJycnaYMREZFWaVz4+vv753ienZ2NS5cu4ejRoxg3bpy2chERFQmVSoW2bdvi7NmzAIARI0YgMDAQJiYmEicjIiJt07jwHTVqVJ7tK1euxMWLFz84EBFRUdLT04O3tzfi4uKwceNGeHp6Sh2JiIgKicY3sHibzp07Y+/evdo6HRFRoUlISMClS5fUz7/++mvcuHGDRS8RUSmntcL3p59+gpWVlbZOR0RUKA4cOIAGDRqgR48eSE5OBgDIZDL++UVEpAM0XurQsGHDHBe3CSGQmJiIp0+fco9LIiq20tLSMGbMGAQHBwMAqlWrhuTkZJQtW1baYEREVGQ0Lnx79OiR47menh4qVKiANm3aoG7dutrKRUSkNdHR0fDy8sKtW7cgk8kwduxYfP/99zAyMpI6GhERFSGNCl+FQgE7Ozt07NgRlSpV0kqAVatWYcGCBUhISMAnn3yCpUuXws3N7b3H/f7772jdujXq16+Py5cvayULEZUuKpUKCxYswNSpU6FQKGBjY4MtW7agXbt2UkcjIiIJaLTGVy6XY9iwYcjMzNTKm+/atQv+/v6YMmUKLl26BDc3N3Tu3Bn3799/53EvX77EoEGD4O7urpUcRFQ6yWQynDt3DgqFAr169cLVq1dZ9BIR6TCNL2779NNPc1wN/SEWL16MoUOHwtfXF/Xq1cPSpUtRrVo1rF69+p3HffPNN/Dy8kKzZs20koOISpfs7GwArwvfdevWYcuWLdizZw8vYCMi0nEaF77Dhw/HmDFjsGLFCkRFReHq1as5HvmVlZWF6OhodOjQIUd7hw4dcObMmbcet3HjRty5cwczZszQNDoRlXIpKSkICgqCt7c3hBAAgHLlymHgwIHvvOMkERHphnyv8R0yZAiWLl2Kvn37AgBGjhypfk0mk0EIAZlMBqVSma/zJSUlQalUomLFijnaK1asiMTExDyPuX37NiZOnIhTp05BLs9f9MzMzBxLM1JSUgC8nhF6MytEpdebMeZYl35RUVEYPHgw7t69Cz09PURHR/OWw6Ucf751C8dbtxTWOOe78N28eTPmz5+P+Ph4rQb47yzMmwL6v5RKJby8vDBr1izUqVMn3+efN28eZs2alav9xIkTMDU11TwwlUjh4eFSR6BColQqsXv3buzZswcqlQrW1tbw9/fHo0eP8OjRI6njURHgz7du4XjrhlevXhXKeWXize8D30NPTw+JiYmwtrbWyhtnZWXB1NQUe/bsQc+ePdXto0aNwuXLlxEZGZmjf3JyMj766CPo6+ur21QqFYQQ0NfXx7Fjx/K8aCWvGd9q1aohISEB5cqV08pnoeIrOzsb4eHhaN++PQwMDKSOQ1p2584deHt749y5cwCAfv36oWvXrujRowfHWwfw51u3cLx1y7Nnz1C5cmW8fPkSFhYWWjuvRtuZaXONnKGhIRo3bozw8PAchW94eDi6d++eq7+FhQViY2NztK1atQq//fYbfvrpJ9jb2+f5PkZGRnnu1WlgYMAfHB3C8S59VCoVevbsiZs3b8LS0hKrV69G7969ceTIEY63juF46xaOt24orDHWqPCtU6fOe4vf58+f5/t8AQEBGDhwIFxcXNCsWTOsXbsW9+/fh5+fHwBg0qRJePToEbZs2QI9PT3Ur18/x/HW1tYwNjbO1U5EpZ+enh5WrlyJ2bNnY/PmzbC1teXaPyIieieNCt9Zs2bB0tJSa2/et29fPHv2DLNnz0ZCQgLq16+PI0eOwNbWFgCQkJDw3j19iUh3nDhxAklJSejTpw8AoF27dmjbti13bCAionzRqPDt16+f1tb4vjF8+HAMHz48z9c2bdr0zmNnzpyJmTNnajUPERU/WVlZmD59OgIDA2FmZoZGjRqhZs2aALS7BIuIiEq3fBe+/MuFiKRw8+ZN9O/fHzExMQBe/wP8v9sgEhER5Ue+b2CRz80fiIi0QgiBNWvWoFGjRoiJiYGVlRX27duHdevWwdzcXOp4RERUAuV7xlelUhVmDiIiNZVKhV69emH//v0AAA8PD2zevBlVqlSRNhgREZVoGt+ymIiosOnp6eHjjz+GoaEhFi9ejLCwMBa9RET0wTS6uI2IqLBkZGTg+fPn6gJ39uzZGDhwID755BOJkxERUWnBGV8iklxsbCxcXV3Rs2dP9V68hoaGLHqJiEirWPgSkWRUKhWCgoLg6uqKa9eu4e7du/jrr7+kjkVERKUUC18ikkRCQgI6d+4Mf39/ZGZmokuXLoiNjUW9evWkjkZERKUUC18iKnIHDhxAgwYNcOzYMRgbG2PVqlU4dOiQ1m+QQ0RE9G+8uI2IipRSqcScOXPw7NkzODs7Y/v27ZzlJSKiIsEZXyIqUvr6+ggNDcWECRNw9uxZFr1ERFRkOONLRIVKqVRiwYIFyMjIwMyZMwEAderUwfz586UNRkREOoeFLxEVmgcPHmDgwIGIjIyETCZD7969Ub9+faljERGRjuJSByIqFLt27YKjoyMiIyNhZmaGkJAQ7stLRESS4owvEWlVSkoKvvvuO2zZsgUA0KRJE4SGhqJWrVoSJyMiIl3HwpeItEapVKJly5aIjY2Fnp4epkyZgmnTpsHAwEDqaERERFzqQETao6+vj1GjRsHOzg6RkZGYPXs2i14iIio2WPgS0QeJi4vD+fPn1c+HDBmCa9euoWXLlhKmIiIiyo2FLxEViBACW7ZsgZOTE3r16oUXL14AAGQyGczMzCROR0RElBsLXyLS2IsXL9CvXz8MHjwYqampsLOzw6tXr6SORURE9E4sfIlIIxEREXB0dMTu3bshl8sxd+5cREREwMbGRupoRERE78RdHYgoX5RKJaZMmYLAwEAIIVC7dm2EhobC1dVV6mhERET5whlfIsoXPT093LlzB0II+Pr6IiYmhkUvERGVKJzxJaK3EkIgIyMDJiYmkMlkCA4OxsCBA9GtWzepoxEREWmMM75ElKenT5+iR48eGDRoEIQQAAArKysWvUREVGJxxpeIcjl69Ch8fHyQmJgIQ0ND3LhxAw4ODlLHIiIi+iCc8SUitYyMDIwaNQqdO3dGYmIiHBwccP78eRa9RERUKnDGl4gAALGxsfDy8sK1a9cAACNGjEBgYCBMTEwkTkZERKQdLHyJCEqlEp9//jn++usvWFtbY+PGjfD09JQ6FhERkVZxqQMRQV9fH+vWrUPXrl0RGxvLopeIiEolzvgS6aiDBw8iNTUVXl5eAIA2bdqgTZs20oYiIiIqRCx8iXRMWloaxowZg+DgYJiZmeHTTz9FzZo1pY5FRERU6Fj4EumQ6OhoeHl54datWwCAYcOGoWrVqhKnIiIiKhpc40ukA5RKJebPn4+mTZvi1q1bsLGxwfHjx7FgwQIYGRlJHY+IiKhIcMaXqJRTKBTo2LEjfvvtNwBAr169sHbtWlhZWUmcjIiIqGhxxpeolJPL5fj0009hZmaGDRs2YM+ePSx6iYhIJ7HwJSqFUlJScP/+ffXzWbNm4erVq/Dx8YFMJpMwGRERkXRY+BKVMlFRUXB2dkavXr2QnZ0NADAwMECNGjUkTkZERCQtFr5EpYRCocDMmTPh5uaG+Ph4PH36NMesLxERka7jxW1EpUBcXBwGDBiAqKgoAED//v2xcuVKWFpaSpyMiIio+OCML1EJJoTA5s2b4eTkhKioKFhYWCA0NBTbtm1j0UtERPQfnPElKsGUSiVWrVqF1NRUuLm5YevWrbC1tZU6FhERUbHEwpeoBBJCQCaTQS6XY9u2bdi7dy/GjRsHfX19qaMREREVW1zqQFSCZGVlYeLEiZg6daq6rXbt2pg4cSKLXiIiovfgjC9RCfHnn3/Cy8sLMTExkMlkGDRoED7++GOpYxEREZUYnPElKuaEEAgODkbDhg0RExMDKysr/PTTTyx6iYiINMQZX6Ji7OnTp/D19cXBgwcBAB4eHti0aRNsbGwkTkZERFTysPAlKqYUCgVatGiB27dvw9DQEPPmzYO/vz/09PiLGiIiooLg36BExZRcLsfkyZNRr149nDt3DgEBASx6iYiIPgD/FiUqRmJjY3HmzBn188GDB+PSpUtwdnaWLhQREVEpwcKXqBhQqVQICgqCq6srvvjiCzx//hwAIJPJYGRkJHE6IiKi0oFrfIkklpCQAB8fH4SFhQEAnJycoFQqJU5FRERU+nDGl0hCBw4cgKOjI8LCwmBsbIyVK1fif//7HypUqCB1NCIiolKHM75EElAoFBgxYgSCg4MBAM7OzggNDYWDg4PEyYiIiEovzvgSSUBfXx8vXrwAAIwdOxZnz55l0UtERFTIOONLVESUSiXS09Nhbm4OmUyGNWvWwM/PD23btpU6GhERkU7gjC9REXjw4AE8PDwwaNAgCCEAAB999BGLXiIioiLEGV+iQrZ792588803SE5OhpmZGf766y/Url1b6lhEREQ6hzO+RIUkJSUF3t7e6Nu3L5KTk9GkSRNcunSJRS8REZFEWPgSFYKoqCg4Oztj8+bN0NPTw9SpU3H69GkWvURERBLiUgciLVMoFBgwYADi4+Nha2uLbdu2oWXLllLHIiIi0nmc8SXSMrlcjo0bN2LAgAG4cuUKi14iIqJigjO+RB9ICIGtW7dCCIHBgwcDAFq1aoVWrVpJnIyIiIj+jYUv0Qd48eIF/Pz8sHv3bpiamsLNzQ01atSQOhYRERHlgYUvUQFFRERg4MCBePjwIeRyOaZOnQpbW1upYxEREdFbsPAl0lBWVhamT5+OwMBACCFQu3ZthIaGwtXVVepoRERE9A4sfIk0kJ2djZYtW+LChQsAAF9fXyxZsgTm5uYSJyMiIqL34a4ORBowMDBAx44dYWVlhb1792LdunUseomIiEoIFr5E7/H06VPExcWpn0+fPh3Xrl3D559/LmEqIiIi0hQLX6J3OHr0KBwdHdGnTx9kZWUBeD3rW7lyZYmTERERkaZY+BLlISMjA/7+/ujcuTMSExORkZGBxMREqWMRERHRB2DhS/QfsbGxcHV1RVBQEADgu+++w8WLF1G9enWJkxEREdGHYOFL9H9UKhWCgoLg6uqKa9euwdraGocPH8ayZctgYmIidTwiIiL6QCx8if6PSqXCzp07kZmZic8++wyxsbHw9PSUOhYRERFpCffxJZ0nhIBMJoNcLse2bdsQHh6Ob775BjKZTOpoREREpEUsfElnpaWlISAgAJaWlggMDAQA1KxZEzVr1pQ4GRERERUGFr6kky5evIj+/fvj1q1b0NPTwzfffMOCl4iIqJSTfI3vqlWrYG9vD2NjYzRu3BinTp16a999+/ahffv2qFChAiwsLNCsWTOEhYUVYVoq6ZRKJebPn49mzZrh1q1bsLGxQXh4OIteIiIiHSBp4btr1y74+/tjypQpuHTpEtzc3NC5c2fcv38/z/4nT55E+/btceTIEURHR6Nt27bo2rUrLl26VMTJqSS6f/8+3N3dMWnSJCgUCvTq1QtXr15Fu3btpI5GRERERUDSpQ6LFy/G0KFD4evrCwBYunQpwsLCsHr1asybNy9X/6VLl+Z4/sMPP+DAgQM4dOgQGjZsWBSRqYTKysqCm5sb7t+/DzMzMyxfvhze3t68gI2IiEiHSDbjm5WVhejoaHTo0CFHe4cOHXDmzJl8nUOlUuGff/6BlZVVYUSkUsTQ0BBz5sxBkyZNcPnyZfj4+LDoJSIi0jGSzfgmJSVBqVSiYsWKOdorVqyY71vDLlq0CGlpafjiiy/e2iczMxOZmZnq5ykpKQCA7OxsZGdnFyA5lRRRUVFIT08H8Hq8+/bti969e0Mul3PsS6k348rx1Q0cb93C8dYthTXOku/q8N9Ztzd7qr7Pjh07MHPmTBw4cADW1tZv7Tdv3jzMmjUrV/uJEydgamqqeWAq9pRKJXbv3o09e/bA0tISQUFBCA8PlzoWFSGOt27heOsWjrduePXqVaGcV7LCt3z58tDX1881u/vkyZNcs8D/tWvXLgwdOhR79uyBh4fHO/tOmjQJAQEB6ucpKSmoVq0a2rZti3LlyhX8A1CxFBcXh8GDB+PcuXMAgI4dO0JfXx/t27eHgYGBxOmosGVnZyM8PJzjrSM43rqF461bnj17VijnlazwNTQ0ROPGjREeHo6ePXuq28PDw9G9e/e3Hrdjxw4MGTIEO3bsQJcuXd77PkZGRjAyMsrVbmBgwB+cUkQIgS1btmDEiBFITU2FpaUlVq9ejd69e+PIkSMcbx3D8dYtHG/dwvHWDYU1xpIudQgICMDAgQPh4uKCZs2aYe3atbh//z78/PwAvJ6tffToEbZs2QLgddE7aNAgBAUFoWnTpurZYhMTE1haWkr2OUhaWVlZGDhwIHbv3g0AcHNzw9atW2Fra8u1YERERKQm6T6+ffv2xdKlSzF79mw4Ozvj5MmTOHLkCGxtbQEACQkJOfb0DQ4OhkKhwLfffovKlSurH6NGjZLqI1AxYGhoCLlcDrlcjrlz5+LEiRPq/4eIiIiI3pD84rbhw4dj+PDheb62adOmHM8jIiIKPxCVCFlZWUhPT1fP9K9atQqjR4+Gi4uLxMmIiIiouJL8lsVEmrp58yaaNWuGwYMHQwgBALC0tGTRS0RERO/EwpdKDCEEgoOD0ahRI8TExODUqVO4e/eu1LGIiIiohGDhSyXC06dP0aNHD/j5+SE9PR0eHh6IjY2Fvb291NGIiIiohGDhS8Xe0aNH4ejoiIMHD8LQ0BCLFy9GWFgYqlSpInU0IiIiKkEkv7iN6F2ysrIwfPhwJCYmwsHBAdu3b4eTk5PUsYiIiKgE4owvFWuGhobYunUrvvvuO1y8eJFFLxERERUYZ3ypWFGpVFi+fDnMzMzg6+sLAGjRogVatGghcTIiIiIq6Vj4UrGRkJAAb29vHDt2DCYmJvDw8ICdnZ3UsYiIiKiU4FIHKhYOHDiABg0a4NixYzA2NsaiRYt49zUiIiLSKs74kqTS0tIwZswYBAcHAwCcnZ2xfft21KtXT+JkREREVNqw8CXJZGZmokmTJrh+/ToAYNy4cfj+++9hZGQkcTIiIiIqjbjUgSRjZGSEPn36wMbGBsePH0dgYCCLXiIiIio0LHypSD148AC3bt1SP586dSquXr0Kd3d3CVMRERGRLmDhS0Vm165dcHR0xBdffIHMzEwAgFwuh5WVlcTJiIiISBew8KVCl5KSgsGDB6Nfv35ITk6GsbExXrx4IXUsIiIi0jEsfKlQnTlzBs7OztiyZQv09PQwbdo0nDp1CpUqVZI6GhEREekY7upAhUKhUGDOnDn4/vvvoVKpYGdnh61bt6Jly5ZSRyMiIiIdxRlfKjTh4eFQqVQYMGAALl++zKKXiIiIJMUZX9IaIQRUKhX09fUhl8uxbds2nD17Fl9++aXU0YiIiIhY+JJ2vHjxAn5+frCxscHixYsBAPb29rC3t5c4GREREdFrLHzpg0VERGDgwIF4+PAhDAwM4O/vj+rVq0sdi4iIiCgHrvGlAsvKysLEiRPRrl07PHz4ELVr18bvv//OopeIiIiKJc74UoHcvHkT/fv3R0xMDADA19cXS5Ysgbm5ucTJiIiIiPLGwpc0lpmZiXbt2iEhIQFWVlZYv349evbsKXUsIiIionfiUgfSmJGRERYuXAgPDw/Exsay6CUiIqISgTO+lC9Hjx6FgYEB3N3dAQBeXl748ssvIZPJJE5GRERElD+c8aV3ysjIwKhRo9C5c2cMGDAAT58+Vb/GopeIiIhKEs740lvFxsbCy8sL165dAwD07t2bF68RERFRicUZX8pFpVIhKCgIrq6uuHbtGqytrXH48GEsX74cJiYmUscjIiIiKhDO+FIOGRkZ6NGjB8LCwgAAXbp0wYYNG2BtbS1xMiIiIqIPwxlfysHY2BjW1tYwNjbGqlWrcOjQIRa9REREVCqw8CWkpaXh+fPn6ucrVqxATEwMhg0bxgvYiIiIqNRg4avjoqOj0ahRIwwePBhCCACAhYUF6tWrJ3EyIiIiIu1i4aujlEolfvzxRzRt2hS3bt3CpUuX8OjRI6ljERERERUaFr466MGDB3B3d8fEiROhUCjQq1cvXLlyBVWrVpU6GhEREVGhYeGrY3bt2gVHR0dERkbCzMwMISEh2LNnD8qVKyd1NCIiIqJCxe3MdEhGRgYmT56M5ORkNGnSBKGhoahVq5bUsYiIiIiKBAtfHWJsbIzQ0FAcPnwY06dPh4GBgdSRiIiIiIoMC99STKFQYM6cOahYsSKGDRsGAGjatCmaNm0qcTIiIiKiosfCt5SKi4vDgAEDEBUVBWNjY3Tt2pUXrxEREZFO48VtpYwQAlu2bIGTkxOioqJgYWGBkJAQFr1ERESk8zjjW4q8ePECfn5+2L17NwDAzc0NW7duha2trcTJiIiIiKTHwreUSE9PR+PGjREfHw+5XI5Zs2ZhwoQJ0NfXlzoaERERUbHApQ6lhImJCXx8fFC7dm2cOXMGkydPZtFLRERE9C8sfEuwP//8Ezdu3FA/nzRpEmJiYuDq6iphKiIiIqLiiYVvCSSEQHBwMBo2bIi+ffsiIyMDACCXy2Fubi5xOiIiIqLiiWt8S5inT5/C19cXBw8eBABYW1sjNTUVxsbGEicjIiIiKt4441uChIWFwdHREQcPHoShoSEWLVqEY8eOoXz58lJHIyIiIir2OONbAmRlZWHChAlYunQpAMDBwQHbt2+Hk5OTtMGIiIiIShAWviWAvr4+oqOjAQAjRoxAYGAgTExMJE5FRKRbhBBQKBRQKpVSR9FJ2dnZkMvlyMjI4BiUEgYGBkW+AxUL32JKpVJBqVSq/6fYunUr/vjjD3h6ekodjYhI52RlZSEhIQGvXr2SOorOEkKgUqVKePDgAWQymdRxSAtkMhmqVq1apBfms/AthhISEuDj44O6deuqlzfY2tryDmxERBJQqVSIj4+Hvr4+qlSpAkNDQxZeElCpVEhNTYW5uTn09HiJUkknhMDTp0/x8OFD1K5du8hmfln4FjMHDhyAr68vkpKScOrUKYwfPx5VqlSROhYRkc7KysqCSqVCtWrVYGpqKnUcnaVSqZCVlQVjY2MWvqVEhQoVcPfuXWRnZxdZ4cv/c4qJtLQ0+Pn5oUePHkhKSoKzszMuXrzIopeIqJhgsUWkXVL85oQ/xcVAdHQ0GjVqhODgYADA2LFjcfbsWdSrV0/iZERERESlB5c6SOzVq1fo3Lkznj59ChsbG2zevBnu7u5SxyIiIiIqdTjjKzFTU1MsW7YMvXr1wpUrV1j0EhERFQPPnj2DtbU17t69K3WUEunJkyeoUKECHj16JHWUHFj4SmD37t0ICwtTP+/Xrx/27NmDcuXKSZiKiIhKG29vb8hkMshkMsjlclSvXh3Dhg3DixcvcvU9c+YMPD098dFHH8HY2BgNGjTAokWL8twz98SJE/D09ES5cuVgamoKBwcHjBkzptgVOR9i3rx56Nq1K+zs7HK91qFDB+jr6+Ps2bO5XmvTpg38/f1zte/fvz/XmtasrCwEBgbCyckJpqamKF++PFq0aIGNGzciOztbWx9FEtbW1hg4cCBmzJghdZQcWPgWoZSUFHh7e6Nv374YNGgQnj59qn6NW+MQEVFh6NSpExISEnD37l2sX78ehw4dwvDhw3P0+fnnn9G6dWtUrVoVJ06cwM2bNzFq1CjMnTsX/fr1gxBC3Tc4OBgeHh6oVKkS9u7di+vXr2PNmjV4+fIlFi1aVGSfKysrq9DOnZ6ejpCQEPj6+uZ67f79+4iKisKIESMQEhJS4PfIyspCx44dMX/+fHz99dc4c+YMzp8/j2+//RbLly/HH3/88SEfoVjw8fFBaGhonv/QkozQMS9fvhQARFJSUpG+75kzZ4S9vb0AIPT09MS0adNEVlZWkWbQRVlZWWL//v38rnUEx1u3FNV4p6eni+vXr4v09HR1m0qlEmmZ2ZI8VCpVvrMPHjxYdO/ePUdbQECAsLKyUj9PTU0V5cqVE59//nmu4w8ePCgAiJ07dwohhHjw4IEwNDQU/v7+eb7fixcv3prlxYsX4quvvhLW1tbCyMhIfPLJJ+LQoUNCCCFmzJghnJyccvRfsmSJsLW1VT8fNGiQ8PT0FHPnzhWVK1cWtra2YuLEieLTTz/N9V4NGjQQ06dPVz/fsGGDqFu3rjAyMhIff/yxWLly5VtzCiHE3r17Rfny5fN8bebMmaJfv37ixo0bokyZMiI1NTXH661btxajRo3KddzPP/8s/l12/fjjj0JPT0/ExMTk6puVlZXrvNpy4sQJAUAcP35cNG7cWJiYmIhmzZqJmzdvqvv89ddfolu3bsLa2lqYmZkJFxcXER4enuM8tra2Yu7cucLHx0eYm5uLatWqieDg4FzvZ2dnJ0JCQvLMktfP1htJSUkCgHj58uUHfuKceHFbIVMoFJgzZw7mzJkDpVIJW1tbbNu2DS1btpQ6GhERFVB6thIO08Pe37EQXJ/dEaaGBfvrOy4uDkePHoWBgYG67dixY3j27BnGjh2bq3/Xrl1Rp04d7NixA3379sWePXuQlZWF8ePH53n+smXL5tmuUqnQuXNn/PPPP9i2bRtq1qyJ69eva7x368mTJ2FlZYXw8HD1LPT8+fNx584d1KxZEwDwxx9/IDY2Fj/99BMAYN26dZgxYwZWrFiBhg0b4tKlS/jqq69gZmaGwYMHv/V9XFxccrULIbBx40asXLkSdevWRZ06dbB79274+Pho9DkAIDQ0FB4eHmjYsGGu1wwMDHKM0b/dv38fDg4O7zz3gAEDsGbNmnf2mTJlChYtWoQKFSrAz88PQ4YMwe+//w4ASE1NhaenJ+bMmQNjY2Ns3rwZXbt2xZ9//onq1aurz7Fo0SJ8//33mDx5Mn766ScMGzYMrVq1Qt26ddV9mjRpglOnTmHIkCHvzFNUWPgWolevXsHDwwNRUVEAgP79+2PlypWwtLSUOBkREemK//3vfzA3N4dSqURGRgYAYPHixerXb926BQBv3UKzbt266j63b9+GhYUFKleurFGG48eP4/z587hx4wbq1KkDAKhRo4bGn8XU1BTr1q2DsbGxus3R0RHbt2/HtGnTALwuKF1dXdXv8/3332PRokX4/PPPAQD29va4fv06goOD31r43r17N8999I8fP45Xr16hY8eOAF4XmCEhIQUqfG/fvo02bdpofFyVKlVw+fLld/axsLB473nmzp2L1q1bAwAmTpyILl26ICMjA8bGxnBycoKTk5O675w5c/Dzzz/j4MGDGDFihLrd09NTvWxmwoQJWLJkCSIiInIUvjY2Nrh06ZImH7FQsfAtRKampqhTpw7++OMPrF69Gl5eXlJHIiIiLTAx0Mf12R0le29NtG3bFqtXr8arV6+wfv163Lp1C999912ufuJf63j/2/7mOpR//7cmLl++jKpVq6qL0YJycHCAoaFhjrb+/ftjw4YNmDZtGoQQ2LFjh/risqdPn+LBgwcYOnQovvrqK/UxCoXinZNQ6enpOYrrN0JCQtC3b1/I5a/Lpy+//BLjxo3Dn3/+iY8//lijz1LQ71Iul6NWrVoaH/dfjo6O6v9+8w+ZJ0+eoHr16khLS8OsWbPwv//9D48fP4ZCoUB6ejru37//1nPIZDJUqlQJT548ydHHxMQEr169+uC82sLCV8tevHgBhUKBChUqAACWL1+OmTNn5nlVKBERlUwymazAyw2KmpmZmbpQWrZsGdq2bYtZs2bh+++/BwB1MXrjxg00b9481/E3b95U/2q9Tp06ePnyJRISEjSa9TUxMXnn63p6erkK77x2NcjrltFeXl6YOHEiYmJikJ6ejgcPHqBfv34AXi+xAF4vd/j0009zHPeuZRbly5fPdUHW8+fPsX//fmRnZ2P16tXqdqVSiQ0bNuDHH38E8Hq29eXLl7nOmZycnGMmtk6dOrhx48ZbM7yNtpY6/HspxZsC/M33NW7cOISFhWHhwoWoVasWTExM0Lt371wXFP53OYZMJlOf443nz5+ra6LigLs6aFFERAQcHR3h7e2t/gEuU6YMi14iIio2ZsyYgYULF+Lx48cAXm/NZWVlleeODAcPHsTt27fx5ZdfAgB69+4NQ0NDBAYG5nnu5OTkPNsdHR3x8OFD9ZKJ/6pQoQISExNzFL/v+3X+G1WrVkWrVq0QGhqqXjdbsWJFAEDFihVhY2ODuLg41KpVK8fD3t7+reds2LAhrl+/nqMtNDQUVatWxZUrV3D58mX1Y+nSpdi8eTMUCgWA10tDLl68mOucFy5cyDEr7OXlhePHj+e5DEChUCAtLS3PbG+WOrzrMXv27Pd/ce9w6tQpeHt7o2fPnmjQoAEqVapU4P2Mr127luc6Zqmw8NWCrKwsTJw4Ee3atcPDhw9x+/Zt/P3331LHIiIiyqVNmzb45JNP8MMPPwB4PSMcHByMAwcO4Ouvv8bVq1dx9+5dhISEwNvbG71798YXX3wBAKhWrRqWLFmCoKAgDB06FJGRkbh37x5+//13fPPNN+pZ5P9q3bo1WrVqhV69eiE8PBzx8fH45ZdfcPToUXWmp0+fIjAwEHfu3MHKlSvxyy+/5Psz9e/fHzt37sSePXswYMCAHK/NnDkT8+bNQ1BQEG7duoXY2Fhs3Lgxxzrn/+rYsSP++OOPHLO+ISEh6N27N+rXr5/jMWTIECQnJ+Pw4cMAgOHDh+POnTv49ttvceXKFdy6dQsrV65ESEgIxo0bpz6fv78/WrRoAXd3d6xcuRJXrlxBXFwcdu/ejU8//RS3b9/OM9ubpQ7velhbW+f7u8tLrVq1sG/fPly+fBlXrlyBl5dXrpnc/Hj16hWio6PRoUOHD8qjTSx8P9Cff/6JZs2a4ccff4QQAr6+voiJiUGlSpWkjkZERJSngIAArFu3Dg8ePADweib3xIkTePDgAVq1aoWPP/4YixcvxpQpU7Bz584ca1GHDx+OY8eO4dGjR+jZsyfq1q0LX19fWFhY5LkzxBt79+6Fq6srvvzySzg4OGD8+PHqm2PUq1cPq1atwsqVK+Hk5ITz58+/81z/1adPHzx79gyvXr1Cjx49crzm6+uL9evXY9OmTWjQoAFat26NTZs2vXPGt0GDBnBxccHu3bsBANHR0bhy5Qp69eqVq2+ZMmXQoUMH9Z6+dnZ2OHXqFO7cuYMOHTrA1dUVmzZtwqZNm9CnTx/1cUZGRggPD8f48eMRHByMpk2bwtXVFcuWLcPIkSNRv379fH9+bVuyZAk++ugjNG/eHF27dkXHjh3RqFEjjc9z4MABVK9eHW5uboWQsmBk4m2r2UuplJQUWFpaIikp6YPulCaEwNq1azF69Gikp6fDysoK69atU181SsVDdnY2jhw5Ak9Pz7duDUOlB8dbtxTVeGdkZCA+Ph729vZ5XvBERUOlUiElJQUWFhbQ0yv8ebsjR45g7NixuHbtWpG8X2nUpEkT+Pv7v/Xi/nf9bD179gzly5fHy5cv87VLRX6VjJX5xVB6ejoWLFiA9PR0eHh4YNOmTbCxsZE6FhEREWmBp6cnbt++jUePHqFatWpSxylxnjx5gt69e6vXhxcXLHwLyNTUFKGhoTh9+jRGjx7Nfw0SERGVMqNGjZI6QollbW391hudSImFbz5lZGRgwoQJqFmzJkaOHAkA+PTTT3Ntj0JERERExRML33yIjY2Fl5cXrl27BmNjY3zxxRe8eI2IiIiohOHv599BpVJh6dKlcHFxwbVr12BtbY29e/ey6CUi0kE6di04UaGT4meKM75vkZCQAG9vbxw7dgwA8NlnnyEkJOSD98YjIqKS5c2OEa9evXrvHciIKP/e3AnuXXfR0zYWvnlIS0tD48aNkZCQAGNjYyxevBh+fn4Fuqc2ERGVbPr6+ihbtiyePHkC4PXFzfz7oOipVCpkZWUhIyODF5SXAiqVCk+fPoWpqSnk8qIrR1n45sHMzAzfffcddu/eje3bt6NevXpSRyIiIgm9WeL2pviloieEQHp6OkxMTPgPj1JCT08P1atXL9LxZOH7f6Kjo2FkZKS+U8r48eMREBAAIyMjiZMREZHUZDIZKleuDGtra2RnZ0sdRydlZ2fj5MmTaNWqFW9QU0oYGhoW+ey95IXvqlWrsGDBAiQkJOCTTz7B0qVL33lru8jISAQEBOCPP/5AlSpVMH78ePj5+RX4/ZVKJRYsWIBp06bh448/xoULF2BiYgJ9ff0iXXNCRETFH/9ukI6+vj4UCgWMjY1Z+FKBSbpIZteuXfD398eUKVNw6dIluLm5oXPnzrh//36e/ePj4+Hp6Qk3NzdcunQJkydPxsiRI7F3794Cvf+DBw/g7u6OSZMmQaFQoG7duuqF1kRERERUukha+C5evBhDhw6Fr68v6tWrh6VLl6JatWpYvXp1nv3XrFmD6tWrY+nSpahXrx58fX0xZMgQLFy4UOP33rdvHxwdHREZGQkzMzNs2LABe/bsgaWl5Yd+LCIiIiIqhiQrfLOyshAdHY0OHTrkaO/QoQPOnDmT5zFRUVG5+nfs2BEXL17UeM3V119/jeTkZDRp0gSXL1+Gj48PF8sTERERlWKSrfFNSkqCUqlExYoVc7RXrFgRiYmJeR6TmJiYZ3+FQoGkpCRUrlw51zGZmZnIzMxUP3/58qX6v8eMGYOxY8fCwMAAz549+5CPQ8VUdnY2Xr16hWfPnnFNmA7geOsWjrdu4XjrlufPnwPQ/k0uJL+47b+zrEKId8685tU/r/Y35s2bh1mzZuX52qJFi7Bo0SJN4hIRERFREXn27JlWl6FKVviWL18e+vr6uWZ3nzx5kmtW941KlSrl2V8ul6NcuXJ5HjNp0iQEBASonycnJ8PW1hb379/nel4dkJKSgmrVquHBgwewsLCQOg4VMo63buF46xaOt255+fIlqlevDisrK62eV7LC19DQEI0bN0Z4eDh69uypbg8PD0f37t3zPKZZs2Y4dOhQjrZjx47BxcXlrb/2MDIyynMvXktLS/7g6BALCwuOtw7heOsWjrdu4XjrFm3v8yvprg4BAQFYv349NmzYgBs3bmD06NG4f/++el/eSZMmYdCgQer+fn5+uHfvHgICAnDjxg1s2LABISEhGDt2rFQfgYiIiIhKCEnX+Pbt2xfPnj3D7NmzkZCQgPr16+PIkSOwtbUFACQkJOTY09fe3h5HjhzB6NGjsXLlSlSpUgXLli1Dr169pPoIRERERFRCSH5x2/DhwzF8+PA8X9u0aVOuttatWyMmJqbA72dkZIQZM2bwVsQ6guOtWzjeuoXjrVs43rqlsMZbJrS9TwQRERERUTEk6RpfIiIiIqKiwsKXiIiIiHQCC18iIiIi0gksfImIiIhIJ5TKwnfVqlWwt7eHsbExGjdujFOnTr2zf2RkJBo3bgxjY2PUqFEDa9asKaKkpA2ajPe+ffvQvn17VKhQARYWFmjWrBnCwsKKMC19KE1/vt/4/fffIZfL4ezsXLgBSas0He/MzExMmTIFtra2MDIyQs2aNbFhw4YiSksfStPxDg0NhZOTE0xNTVG5cmX4+Pjg2bNnRZSWPsTJkyfRtWtXVKlSBTKZDPv373/vMVqp10Qps3PnTmFgYCDWrVsnrl+/LkaNGiXMzMzEvXv38uwfFxcnTE1NxahRo8T169fFunXrhIGBgfjpp5+KODkVhKbjPWrUKPHjjz+K8+fPi1u3bolJkyYJAwMDERMTU8TJqSA0He83kpOTRY0aNUSHDh2Ek5NT0YSlD1aQ8e7WrZv49NNPRXh4uIiPjxfnzp0Tv//+exGmpoLSdLxPnTol9PT0RFBQkIiLixOnTp0Sn3zyiejRo0cRJ6eCOHLkiJgyZYrYu3evACB+/vnnd/bXVr1W6grfJk2aCD8/vxxtdevWFRMnTsyz//jx40XdunVztH3zzTeiadOmhZaRtEfT8c6Lg4ODmDVrlrajUSEo6Hj37dtXTJ06VcyYMYOFbwmi6Xj/8ssvwtLSUjx79qwo4pGWaTreCxYsEDVq1MjRtmzZMlG1atVCy0iFIz+Fr7bqtVK11CErKwvR0dHo0KFDjvYOHTrgzJkzeR4TFRWVq3/Hjh1x8eJFZGdnF1pW+nAFGe//UqlU+Oeff2BlZVUYEUmLCjreGzduxJ07dzBjxozCjkhaVJDxPnjwIFxcXBAYGAgbGxvUqVMHY8eORXp6elFEpg9QkPFu3rw5Hj58iCNHjkAIgb///hs//fQTunTpUhSRqYhpq16T/M5t2pSUlASlUomKFSvmaK9YsSISExPzPCYxMTHP/gqFAklJSahcuXKh5aUPU5Dx/q9FixYhLS0NX3zxRWFEJC0qyHjfvn0bEydOxKlTpyCXl6o/7kq9gox3XFwcTp8+DWNjY/z8889ISkrC8OHD8fz5c67zLeYKMt7NmzdHaGgo+vbti4yMDCgUCnTr1g3Lly8vishUxLRVr5WqGd83ZDJZjudCiFxt7+ufVzsVT5qO9xs7duzAzJkzsWvXLlhbWxdWPNKy/I63UqmEl5cXZs2ahTp16hRVPNIyTX6+VSoVZDIZQkND0aRJE3h6emLx4sXYtGkTZ31LCE3G+/r16xg5ciSmT5+O6OhoHD16FPHx8fDz8yuKqCQBbdRrpWoKpHz58tDX18/1r8MnT57k+lfCG5UqVcqzv1wuR7ly5QotK324goz3G7t27cLQoUOxZ88eeHh4FGZM0hJNx/uff/7BxYsXcenSJYwYMQLA68JICAG5XI5jx46hXbt2RZKdNFeQn+/KlSvDxsYGlpaW6rZ69epBCIGHDx+idu3ahZqZCq4g4z1v3jy0aNEC48aNAwA4OjrCzMwMbm5umDNnDn9jW8poq14rVTO+hoaGaNy4McLDw3O0h4eHo3nz5nke06xZs1z9jx07BhcXFxgYGBRaVvpwBRlv4PVMr7e3N7Zv3861YCWIpuNtYWGB2NhYXL58Wf3w8/PDxx9/jMuXL+PTTz8tquhUAAX5+W7RogUeP36M1NRUddutW7egp6eHqlWrFmpe+jAFGe9Xr15BTy9nGaOvrw/g/88EUumhtXpNo0vhSoA326GEhISI69evC39/f2FmZibu3r0rhBBi4sSJYuDAger+b7bHGD16tLh+/boICQnhdmYliKbjvX37diGXy8XKlStFQkKC+pGcnCzVRyANaDre/8VdHUoWTcf7n3/+EVWrVhW9e/cWf/zxh4iMjBS1a9cWvr6+Un0E0oCm471x40Yhl8vFqlWrxJ07d8Tp06eFi4uLaNKkiVQfgTTwzz//iEuXLolLly4JAGLx4sXi0qVL6u3rCqteK3WFrxBCrFy5Utja2gpDQ0PRqFEjERkZqX5t8ODBonXr1jn6R0REiIYNGwpDQ0NhZ2cnVq9eXcSJ6UNoMt6tW7cWAHI9Bg8eXPTBqUA0/fn+Nxa+JY+m433jxg3h4eEhTExMRNWqVUVAQIB49epVEaemgtJ0vJctWyYcHByEiYmJqFy5sujfv794+PBhEaemgjhx4sQ7/z4urHpNJgR/H0BEREREpV+pWuNLRERERPQ2LHyJiIiISCew8CUiIiIincDCl4iIiIh0AgtfIiIiItIJLHyJiIiISCew8CUiIiIincDCl4gIwKZNm1C2bFmpYxSYnZ0dli5d+s4+M2fOhLOzc5HkISIqjlj4ElGp4e3tDZlMluvx119/SR0NmzZtypGpcuXK+OKLLxAfH6+V81+4cAFff/21+rlMJsP+/ftz9Bk7dix+/fVXrbzf2/z3c1asWBFdu3bFH3/8ofF5SvI/RIioeGLhS0SlSqdOnZCQkJDjYW9vL3UsAICFhQUSEhLw+PFjbN++HZcvX0a3bt2gVCo/+NwVKlSAqanpO/uYm5ujXLlyH/xe7/Pvz3n48GGkpaWhS5cuyMrKKvT3JiJ6Fxa+RFSqGBkZoVKlSjke+vr6WLx4MRo0aAAzMzNUq1YNw4cPR2pq6lvPc+XKFbRt2xZlypSBhYUFGjdujIsXL6pfP3PmDFq1agUTExNUq1YNI0eORFpa2juzyWQyVKpUCZUrV0bbtm0xY8YMXLt2TT0jvXr1atSsWROGhob4+OOPsXXr1hzHz5w5E9WrV4eRkRGqVKmCkSNHql/791IHOzs7AEDPnj0hk8nUz/+91CEsLAzGxsZITk7O8R4jR45E69attfY5XVxcMHr0aNy7dw9//vmnus+7xiMiIgI+Pj54+fKleuZ45syZAICsrCyMHz8eNjY2MDMzw6effoqIiIh35iEieoOFLxHpBD09PSxbtgzXrl3D5s2b8dtvv2H8+PFv7d+/f39UrVoVFy5cQHR0NCZOnAgDAwMAQGxsLDp27IjPP/8cV69exa5du3D69GmMGDFCo0wmJiYAgOzsbPz8888YNWoUxowZg2vXruGbb76Bj48PTpw4AQD46aefsGTJEgQHB+P27dvYv38/GjRokOd5L1y4AADYuHEjEhIS1M//zcPDA2XLlsXevXvVbUqlErt370b//v219jmTk5Oxfft2AFB/f8C7x6N58+ZYunSpeuY4ISEBY8eOBQD4+Pjg999/x86dO3H16lX06dMHnTp1wu3bt/OdiYh0mCAiKiUGDx4s9PX1hZmZmfrRu3fvPPvu3r1blCtXTv1848aNwtLSUv28TJkyYtOmTXkeO3DgQPH111/naDt16pTQ09MT6enpeR7z3/M/ePBANG3aVFStWlVkZmaK5s2bi6+++irHMX369BGenp5CCCEWLVok6tSpI7KysvI8v62trViyZIn6OQDx888/5+gzY8YM4eTkpH4+cuRI0a5dO/XzsLAwYWhoKJ4/f/5BnxOAMDMzE6ampgKAACC6deuWZ/833jceQgjx119/CZlMJh49epSj3d3dXUyaNOmd5yciEkIIubRlNxGRdrVt2xarV69WPzczMwMAnDhxAj/88AOuX7+OlJQUKBQKZGRkIC0tTd3n3wICAuDr64utW7fCw8MDffr0Qc2aNQEA0dHR+OuvvxAaGqruL4SASqVCfHw86tWrl2e2ly9fwtzcHEIIvHr1Co0aNcK+fftgaGiIGzdu5Lg4DQBatGiBoKAgAECfPn2wdOlS1KhRA506dYKnpye6du0Kubzgf4z3798fzZo1w+PHj1GlShWEhobC09MTH3300Qd9zjJlyiAmJgYKhQKRkZFYsGAB1qxZk6OPpuMBADExMRBCoE6dOjnaMzMzi2TtMhGVfCx8iahUMTMzQ61atXK03bt3D56envDz88P3338PKysrnD59GkOHDkV2dnae55k5cya8vLxw+PBh/PLLL5gxYwZ27tyJnj17QqVS4ZtvvsmxxvaN6tWr/7927h0k2T4MA/iVqSSKS0MHEiVDbAkSOiyN0RAYQtBBsKWhgw0O0ZaTQ0QuwUtLKEZQDQoOLWlUdICsiA5DCIVbROASRWHc3/CRvGbR4evjhfe5fpvPjY/3zX+50Of23d5eAqFKpUJFRUVRwCspKSl4LSL5ayaTCRcXF1hbW0MikcDIyAimp6exublZ8AjBVzQ3N8NqtWJpaQnDw8OIxWIIhUL5+nfnVKlU+TOw2+24vr5GT08Ptra2AHzvPF76KS0txeHhIUpLSwtqBoPhS7MTkTIx+BLRX+/g4AC5XA4zMzNQqf5dbVhZWfnwfTabDTabDT6fD319fQiFQnC5XHA4HDg/Py8K2B/5PRC+Vl9fj+3tbXg8nvy13d3dgm9VdTodnE4nnE4nRkdHYbfbcXp6CofDUXQ/jUbzqX+L6O/vx+LiImpqaqBSqdDZ2ZmvfXfO13w+H4LBIGKxGFwu16fOQ6vVFvXf2NiI5+dn3NzcoK2t7T/1RETKxOU2IvrrWa1W5HI5zM7O4vLyEgsLC0U/vf/u4eEBXq8XGxsbyGQy2NnZQSqVyofQiYkJ7O3tYXR0FMfHx0in04jH4xgbG/t2j+Pj4wiHw5ibm0M6nUYwGEQ0Gs0vdYXDYczPz+Ps7Cw/g06ng9lsfvN+FosFyWQS19fXyGaz736u2+3G0dERAoEAuru7UVZWlq/91JxGoxGDg4Pw+/0QkU+dh8Viwd3dHZLJJG5vb3F/fw+bzQa32w2Px4NoNIqrqyukUilMTU1hdXX1Sz0RkUL9yQeMiYh+0sDAgHR1db1ZCwaDUlVVJTqdTjo6OiQSiQgAyWazIlK4TPX4+Ci9vb1iMplEq9VKdXW1eL3egoWu/f19aW9vF4PBIHq9XhoaGiQQCLzb21vLWq/9+vVLamtrRaPRiM1mk0gkkq/FYjFpaWkRo9Eoer1eWltbJZFI5Ouvl9vi8bjU1dWJWq0Ws9ksIsXLbS+ampoEgKyvrxfVfmrOTCYjarValpeXReTj8xARGRoakvLycgEgfr9fRESenp5kcnJSLBaLaDQaqaysFJfLJScnJ+/2RET0okRE5M9GbyIiIiKi/x8fdSAiIiIiRWDwJSIiIiJFYPAlIiIiIkVg8CUiIiIiRWDwJSIiIiJFYPAlIiIiIkVg8CUiIiIiRWDwJSIiIiJFYPAlIiIiIkVg8CUiIiIiRWDwJSIiIiJFYPAlIiIiIkX4B5tkvvxidtiKAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "SCORE_557的评估指标:\n",
      "KS值: nan\n",
      "AUC值: nan\n",
      "GINI系数: nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_ranking.py:1183: UndefinedMetricWarning: No positive samples in y_true, true positive value should be meaningless\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "QYZXMODEL的评估指标:\n",
      "KS值: nan\n",
      "AUC值: nan\n",
      "GINI系数: nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_ranking.py:1183: UndefinedMetricWarning: No positive samples in y_true, true positive value should be meaningless\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "HNDGMODEL的评估指标:\n",
      "KS值: nan\n",
      "AUC值: nan\n",
      "GINI系数: nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_ranking.py:1183: UndefinedMetricWarning: No positive samples in y_true, true positive value should be meaningless\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "JXJKMODEL的评估指标:\n",
      "KS值: nan\n",
      "AUC值: nan\n",
      "GINI系数: nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_ranking.py:1183: UndefinedMetricWarning: No positive samples in y_true, true positive value should be meaningless\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_ranking.py:1183: UndefinedMetricWarning: No positive samples in y_true, true positive value should be meaningless\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "FICOMODEL的评估指标:\n",
      "KS值: nan\n",
      "AUC值: nan\n",
      "GINI系数: nan\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "GRZXMODEL的评估指标:\n",
      "KS值: nan\n",
      "AUC值: nan\n",
      "GINI系数: nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_ranking.py:1183: UndefinedMetricWarning: No positive samples in y_true, true positive value should be meaningless\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "HNGRMODEL的评估指标:\n",
      "KS值: nan\n",
      "AUC值: nan\n",
      "GINI系数: nan\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.12/site-packages/sklearn/metrics/_ranking.py:1183: UndefinedMetricWarning: No positive samples in y_true, true positive value should be meaningless\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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nzli0aFFpR5fc33//jRkzZsDJyQlmZmbQ19dHrVq18PHHH+PgwYNQKpXqvidOnIBMJstz27RXX3tDQ8MCn7TXuXNnNG3aNE+bra0tPvjgg5I7KSIiDWHhS0TlwoMHD+Dq6or4+Hj88ssv6iePrV+/Hj179oSZmRlWr16N8PBwfPfdd2jcuHGB98GtyM6ePYtmzZphw4YN6Nu3L3bv3o1ffvkFixYtgp6eHj7++OPXPr75v7Kzs/H111+XbGAiolLGB1gQUZl369YtuLm5ITc3F5GRkXkeb7xw4UJ07NgxX5E7dOhQqFSq0o4qmdTUVPTr1w+mpqb4/fffUbNmzTzvDxkyBJcvX0ZKSkqhjtezZ0+EhoZiypQpcHR0LInIRESljjO+RFSmXbx4ER06dICuri5Onz6dp+gFXj6+9r9F3ity+bv/E3fnzh3IZDIsWbIEy5Ytg52dHUxNTdG2bdt8T2E7f/48Bg0aBFtbWxgZGcHW1hafffZZviUDr5YTHD9+HGPGjEHVqlVRpUoVfPzxx3j06FGxcm7YsAF///03AgMDX/v1cHBwQJcuXQp1vGnTpqFKlSr46quvipWnOF4tvdi1axdmzpwJKysrmJmZwc3NDTdu3MjTNyIiAh9++CFq1aoFQ0ND1KtXD6NHj0ZycnKefnPnzoVMJsOVK1fw2WefwdzcHNWrV8eIESPw7NmzUjs3IiobWPgSUZl1+vRpdO7cGZaWljh9+nSBjw1u27Yt9u3bh7lz5+LSpUt51rD+l1KphEKheOuroJniNWvWICIiAitWrEBISAgyMjLg4eGRp3i6c+cOGjZsiBUrVqiXXCQmJsLFxSVfQQYAPj4+0NPTQ2hoKAIDA3HixAkMGTKkWF+riIgI6OjowMPDo1j7/1elSpXw9ddfIzw8HL/99luR93+Xr/WMGTNw9+5dbNy4Ed9//z1u3bqFPn365Bnb27dvo23btli3bh2OHTuG2bNn448//kCHDh2Qm5ub75j9+/dHgwYNsG/fPvj7+yM0NBSTJk0q8nkRUTkn9aPjiIj+a8uWLepH9Jqbm4vHjx+/tu9ff/0lmjZtqu5vZGQkunXrVuAjdzt16vTGxwG/eg0fPly9z6tH4TZr1kwoFAp1+59//ikAiF27dr02m0KhEOnp6cLExEQEBQXlO7+xY8fm6R8YGCgAiMTExMJ+qdQaNWokatSoka9dqVSK3Nxc9UupVKrfO378uAAg9u7dmy/buXPnRHZ2tnj//feFs7OzUKlUQoiXX8MmTZrk+YyCHhdtY2NTqK/1nDlz8uXx8PDIc6ywsDABQERFRRV47iqVSuTm5oq7d+8KAOLAgQPq9149XjowMDDPPmPHjhWGhobq8yIi7cA1vkRUZvXt2xcHDx7ExIkTsX37dujo6OTrU7duXVy6dAmnT5/GiRMncP78eURGRuLXX3/Fli1bcPr0aRgaGgIAgoOD8fz587d+btWqVfO19e7dO8/nOzg4AECeZQzp6en45ptvsG/fPty5cyfPDOW1a9cKPL9/+/cxa9So8dacheHn54egoKA85/G///2vUPvq6+tj/vz58PT0RFhYGAYOHFjozz106BCys7Pf2s/Kyipf25u+Lm3atAEAPH78GLNnz8bhw4fx6NGjPDPH165dy3eMgo6ZlZWFx48fo3r16oU7KSIq91j4ElGZNWvWLDg5OWHevHlQqVTYuXNngcWvXC5Hx44d0bFjRwBARkYGRo4ciT179mDz5s0YO3YsAKBevXoQQrz1cwtaG1ylSpU82wYGBgCAzMxMdZunpyd+/fVXzJo1Cy4uLjAzM4NMJoOHh0eefkU5ZmHVqVMHt27dwosXL2BsbKxunzx5snr5xH+Lv8IYNGgQlixZgpkzZ+Ljjz8u9H729vYl9rVWqVRwd3fHo0ePMGvWLDRr1gwmJiZQqVRo06ZNiX+tiaj84hpfIirTAgICMGfOHOzevRuenp5QKBRv3cfExATTp08HAMTFxanbu3XrBj09vbe+RowYUeScz549w//+9z9MmzYN/v7+6NatG1xcXNCsWTP8888/RT5eUXXv3h1KpRJHjhzJ0167dm04OzvD2dkZ+vr6RT6uTCbDd999h9u3b+P7778v9H5169Yt1Nd63rx5Rc4UFxeHS5cuYfHixfjyyy/RuXNnuLi45CtuiYj+izO+RFTmzZ07F3K5HHPmzIEQAqGhodDVffnPV2JiYoF3MXi1tODfv0p/l6UObyOTySCEUM8kvrJx48Y3XnCnKT4+PliyZAmmTZuG9u3bv/bODsXh5uaG7t27Y968eahdu3ah9nmXpQ5vI5PJACDf1zo4OLjIxyIi7cLCl4jKhdmzZ0Mul2PWrFkQQmDXrl3Q1dVFkyZN0K1bN/Tq1Qt169ZFVlYW/vjjDyxduhTVq1fHyJEj1cdo2LBhieUzMzNDx44dsXjxYlStWhW2traIjIzEpk2bULly5WIfd+vWrfD29saWLVvg5eX12n6VK1fGTz/9hD59+sDR0RFjxoxBmzZtYGpqipSUFJw8eRJJSUlo165dsXJ89913aNmyJR4/fowmTZq8tf9/bzunSY0aNULdunXh7+8PIQQsLCxw6NChPE/zIyIqCAtfIio3vv76a8jlcsycORMqlQq7d+/GokWLEB4ejgULFiApKQkKhQK1a9eGp6cnZs6cqdGZz7cJDQ3FhAkTMG3aNCgUCrRv3x4RERHo3bt3sY+Znp4OAIU6jzZt2iAuLg5BQUH46aefsHTpUuTk5KBatWpo2bIlNmzYgM8++6xYOZo3b47PPvsMoaGhxdpfk/T09HDo0CFMmDABo0ePhq6uLtzc3PDLL7+gTp06UscjojJMJgpz9QEREUni008/RUJCAs6dOyd1FCKico8zvkREZZQQAidOnMDOnTuljkJEVCFwxpeIiIiItAJvZ0ZEREREWoGFLxERERFpBRa+RERERKQVWPgSERERkVZg4UtEREREWkHrbmemUqnw6NEjVKpUSf3YSyIiIiIqO4QQeP78OaysrCCXa26eVusK30ePHhX6WfNEREREJJ379++jVq1aGjue1hW+lSpVAgAkJCTAwsJC4jRU0nJzc3Hs2DG4u7tDT09P6jhUwjje2oXjrV043trln3/+gZ2dnbpu0xStK3xfLW+oVKkSzMzMJE5DJS03NxfGxsYwMzPjP5RagOOtXTje2oXjrV1yc3MBQOPLUnlxGxERERFpBRa+RERERKQVWPgSERERkVZg4UtEREREWoGFLxERERFpBRa+RERERKQVWPgSERERkVZg4UtEREREWoGFLxERERFpBRa+RERERKQVWPgSERERkVZg4UtEREREWoGFLxERERFpBRa+RERERKQVJC18T548iT59+sDKygoymQw//fTTW/eJjIxEy5YtYWhoiPfffx/r168v+aBEREREVO5JWvhmZGTA0dERq1evLlT/hIQEeHh4wNXVFRcuXMCMGTMwfvx47Nu3r4STEhEREVF5pyvlh/fq1Qu9evUqdP/169ejTp06WLFiBQCgcePGOH/+PJYsWYL+/fuXUEoiIiIiqgjK1RrfqKgouLu752nr0aMHzp8/j9zcXIlSEREREVF5IOmMb1ElJSWhevXqedqqV68OhUKB5ORk1KxZM98+2dnZyM7OVm+npaUBAHJzc1ksa4FXY8yx1g4cb+3C8dYuHG/tUZI1WrkqfAFAJpPl2RZCFNj+ysKFCxEQEJCv/fjx4zA2NtZ8QCqTIiIipI5ApYjjrV043tqF411xKZVKhIWF4dy5c5g9e3aJfEa5Knxr1KiBpKSkPG2PHz+Grq4uqlSpUuA+06dPh5+fn3o7LS0NtWvXRpcuXV67D1Ucubm5iIiIQPfu3aGnpyd1HCphHG/twvHWLhzvii0+Ph7Dhw/HH3/8AQBIT08vkc8pV4Vv27ZtcejQoTxtx44dg7Oz82u/CQwMDGBgYJCvXU9Pj984WoTjrV043tqF461dON4VixACO3bswBdffIH09HSYm5tj3bp1cHd3x7hx4zT+eZJe3Jaeno6LFy/i4sWLAF7eruzixYu4d+8egJeztcOGDVP39/X1xd27d+Hn54dr165h8+bN2LRpE6ZMmSJFfCIiIiIqpqdPn2LQoEEYPnw40tPT4erqikuXLuGzzz4rsc+UtPA9f/48mjdvjubNmwMA/Pz80Lx5c/W6jsTERHURDAB2dnY4cuQITpw4AScnJ3zzzTdYuXIlb2VGREREVM6MGTMGYWFh0NXVxYIFC3D8+HHY2NiU6GdKutShc+fO6ovTCrJ169Z8bZ06dUJMTEwJpiIiIiKikrZo0SLEx8djzZo1cHFxKZXPLFf38SUiIiKi8un69esICgpSb9va2uKPP/4otaIXYOFLRERERCVICIH169ejRYsWmDhxIsLDw9Xvve52tCWlXN3VgYiIiIjKjydPnmDkyJHqu3K5ubmhWbNmkuXhjC8RERERadzRo0fRrFkzHDp0CPr6+li2bBnCw8NhZWUlWSbO+BIRERGRRs2aNQvz588HANjb2yM0NBSOjo4Sp+KMLxERERFpWJMmTQAA48aNw/nz58tE0QtwxpeIiIiI3pFKpcLdu3dhZ2cHABg0aBAaNWoEJycnaYP9B2d8iYiIiKjYEhMT0atXL7Rt2xaPHz9Wt5e1ohdg4UtERERExXTgwAE0a9YMx44dw7Nnz3D+/HmpI70RC18iIiIiKpKMjAyMHj0a/fr1Q0pKCpycnBATEwMPDw+po70RC18iIiIiKrTo6Gi0aNEC33//PWQyGaZOnYqzZ8+icePGUkd7K17cRkRERESFtnbtWty8eRPW1tbYvn07unbtKnWkQmPhS0RERESFtnz5chgbGyMgIAAWFhZSxykSLnUgIiIiotfas2cPhgwZAiEEAMDMzAyrVq0qd0UvwMKXiIiIiAqQlpaG4cOHY9CgQQgJCcHu3buljvTOuNSBiIiIiPKIiorC4MGDkZCQALlcjpkzZ2LAgAFSx3pnLHyJiIiICACgUCgwf/58zJ8/H0qlEra2ttixYwc6dOggdTSNYOFLRERERAAALy8vhISEAACGDBmC1atXw9zcXOJUmsM1vkREREQEAPjyyy9RpUoVhIaGYseOHRWq6AU440tERESktZ4+fYo//vgDPXv2BAC0bt0ad+/ehYmJicTJSgZnfImIiIi00IkTJ+Dg4IB+/fohLi5O3V5Ri16AhS8RERGRVsnJyYG/vz+6du2KBw8eoE6dOsjNzZU6VqngUgciIiIiLXH9+nUMHjwYMTExAAAfHx8sX74cpqamEicrHZzxJSIiItICGzduRIsWLRATEwMLCwvs378fGzZs0JqiF+CMLxEREZFW+Pvvv5GZmQk3Nzds27YNVlZWUkcqdSx8iYiIiCqozMxMGBkZAQD8/f1hZ2eHQYMGQS7Xzl/6a+dZExEREVVgWVlZmDhxIlq3bo2srCwAgI6ODjw9PbW26AVY+BIRERFVKLGxsXBxcUFQUBBiY2Nx+PBhqSOVGSx8iYiIiCoAlUqFoKAguLi4IC4uDpaWljh8+DD69+8vdbQyg2t8iYiIiMq5xMREeHl54dixYwCA3r17Y/PmzbC0tJQ4WdnCGV8iIiKicu6LL77AsWPHYGhoiLVr1+LQoUMsegvAGV8iIiKicm7FihVITU3FmjVr0LhxY6njlFmc8SUiIiIqZ6Kjo/Hdd9+pt+vUqYPffvuNRe9bcMaXiIiIqJxQKpVYvHgxZs2aBYVCAUdHR/Ts2VPqWOUGC18iIiKicuD+/fsYOnQoIiMjAQD9+/dHq1atJE5VvnCpAxEREVEZt2fPHjg4OCAyMhImJibYvHkz9u7dCwsLC6mjlSuc8SUiIiIqwyZMmICVK1cCAFq1aoWQkBDUq1dP4lTlE2d8iYiIiMqwDh06QC6XY9asWTh9+jSL3nfAGV8iIiKiMkShUOCvv/5Co0aNAACffPIJHB0d0aBBA4mTlX+c8SUiIiIqI+Lj49GxY0d07NgRf//9t7qdRa9msPAlIiIikpgQAtu2bYOjoyOioqKQnZ2NK1euSB2rwmHhS0RERCShp0+fYtCgQfDy8kJ6ejpcXV1x+fJldO3aVepoFQ4LXyIiIiKJnDhxAg4ODggLC4Ouri4WLFiA48ePw8bGRupoFRIvbiMiIiKSyM6dO/HgwQPUr18fISEhcHFxkTpShcbCl4iIiKgUCSEgk8kAACtWrIClpSVmzJgBU1NTiZNVfFzqQERERFQKhBAIDg7GgAEDoFKpAACmpqb49ttvWfSWEs74EhEREZWwJ0+ewMfHBwcPHgQA7Nu3D5988onEqbQPZ3yJiIiISlB4eDgcHBxw8OBB6OvrY+nSpejfv7/UsbQSZ3yJiIiISkBWVhb8/f0RFBQEALC3t0doaCgcHR0lTqa9WPgSERERlYDBgwdj//79AIBx48YhMDAQRkZGEqfSblzqQERERFQC/P39YW1tjcOHD2PVqlUsessAzvgSERERaUBiYiL++OMP9OvXDwDg4uKC27dvw8DAQNpgpMYZXyIiIqJ3dODAATg4OGDgwIG4fPmyup1Fb9nCwpeIiIiomDIyMuDr64t+/fohOTkZ9vb20NfXlzoWvQYLXyIiIqJiiI6ORsuWLREcHAwAmDJlCs6ePYtGjRpJnIxeh2t8iYiIiIpo6dKl8Pf3h0KhgLW1NbZt24Zu3bpJHYvegjO+REREREWUm5sLhUKB/v374/Llyyx6ywnO+BIREREVQlpaGszMzAAAU6dOhb29Pfr06QOZTCZxMioszvgSERERvUFaWhq8vLzQtm1bZGZmAgB0dHTQt29fFr3lDAtfIiIioteIioqCk5MTtm3bhuvXr+O3336TOhK9Axa+RERERP+hUCgwd+5cuLq6IiEhATY2NoiMjETv3r2ljkbvgGt8iYiIiP4lPj4eQ4YMQVRUFABg8ODBWLNmDczNzSVORu+KhS8RERHRv0yaNAlRUVEwMzPDunXr4OnpKXUk0hAWvkRERET/smbNGgDAypUrYWNjI3Ea0iSu8SUiIiKtFhkZiYCAAPV2rVq1cODAARa9FRBnfImIiEgr5eTkYM6cOfjuu+8ghECbNm3Qo0cPqWNRCWLhS0RERFrnxo0b8PT0RExMDADAx8cH7du3lzgVlTQudSAiIiKtIYRAcHAwmjdvjpiYGFhYWGDfvn3YsGEDTE1NpY5HJYwzvkRERKQ1Ro4ciS1btgAA3NzcsHXrVlhbW0ucikoLZ3yJiIhIa/Tu3Rv6+vpYunQpwsPDWfRqGc74EhERUYWVlZWFGzduwNHREQDQv39//PXXX6hdu7bEyUgKnPElIiKiCik2NhYuLi5wc3NDUlKSup1Fr/Zi4UtEREQVikqlQlBQEFxcXBAXFwe5XI6EhASpY1EZwKUOREREVGEkJibC29sb4eHhAF6u6d28eTMsLS0lTkZlAWd8iYiIqEI4cOAAHBwcEB4eDkNDQ6xZswaHDh1i0UtqnPElIiKiCuHw4cNITk6Gk5MTQkJCYG9vL3UkKmNY+BIREVG5JYSATCYDACxfvhx2dnbw8/ODgYGBxMmoLJJ8qcPatWthZ2cHQ0NDtGzZEqdOnXpj/5CQEDg6OsLY2Bg1a9aEt7c3UlJSSiktERERlQVKpRKLFi3CBx98AJVKBQAwMTHB9OnTWfTSa0la+O7ZswcTJ07EzJkzceHCBbi6uqJXr164d+9egf1Pnz6NYcOGYeTIkbhy5Qr27t2Lc+fOwcfHp5STExERkVTu37+Pbt26Yfr06Thy5AgOHTokdSQqJyQtfJctW4aRI0fCx8cHjRs3xooVK1C7dm2sW7euwP5nz56Fra0txo8fDzs7O3To0AGjR4/G+fPnSzk5ERERSSEsLAwODg6IjIyEiYkJNm/ejL59+0odi8oJyQrfnJwcREdHw93dPU+7u7s7zpw5U+A+7dq1w4MHD3DkyBEIIfD333/jhx9+QO/evUsjMhEREUkkLS0NQUFBGDJkCFJTU9GqVStcvHgR3t7e6jW+RG8j2cVtycnJUCqVqF69ep726tWr53m6yr+1a9cOISEhGDhwILKysqBQKNC3b1+sWrXqtZ+TnZ2N7Oxs9XZaWhoAIDc3F7m5uRo4EyrLXo0xx1o7cLy1C8dbu3h6euL48eOQy+Xw9/fHzJkzoaenx/GvoEpqXCW/q8N/f0r799WZ/3X16lWMHz8es2fPRo8ePZCYmIipU6fC19cXmzZtKnCfhQsXIiAgIF/78ePHYWxs/O4nQOVCRESE1BGoFHG8tQvHWzv06NEDcXFxGDduHOzt7TnuFdyLFy9K5LgyIYQokSO/RU5ODoyNjbF371589NFH6vYJEybg4sWLiIyMzLfP0KFDkZWVhb1796rbTp8+DVdXVzx69Ag1a9bMt09BM761a9dGYmIiqlSpouGzorImNzcXERER6N69O/T09KSOQyWM461dON4VW3x8PM6dO4eBAwcCeDneR48eRc+ePTneWiAlJQU1a9bEs2fPYGZmprHjSjbjq6+vj5YtWyIiIiJP4RsREYEPP/ywwH1evHgBXd28kXV0dAC8nCkuiIGBQYG3NdHT0+M3jhbheGsXjrd24XhXLEIIbN++HePGjUN2djaaNm0KJycnAC//z+d4a4eSGmNJ7+rg5+eHjRs3YvPmzbh27RomTZqEe/fuwdfXFwAwffp0DBs2TN2/T58+2L9/P9atW4f4+Hj8/vvvGD9+PFq1agUrKyupToOIiIg04OnTpxg4cCC8vLyQnp6ONm3a4L333pM6FlUgkq7xHThwIFJSUjBv3jwkJiaiadOmOHLkCGxsbAAAiYmJee7p6+XlhefPn2P16tWYPHkyKleujK5du+K7776T6hSIiIhIA06cOIGhQ4fiwYMH0NXVRUBAAL766iv1b3aJNEHyi9vGjh2LsWPHFvje1q1b87V9+eWX+PLLL0s4FREREZWW2bNnY/78+RBCoH79+ggJCYGLi4vUsagCkvyRxURERKTdKlWqBCEERo0ahZiYGBa9VGIkn/ElIiIi7SKEQHJyMqpVqwYAmDx5MlxcXNC5c2dpg1GFxxlfIiIiKjVPnjzBhx9+CFdXV/W9WuVyOYteKhUsfImIiKhUHD16FA4ODjh06BASEhJw5swZqSORlmHhS0RERCUqKysLEyZMQK9evZCUlAR7e3v8+eefcHNzkzoaaRmu8SUiIqISExsbC09PT8TFxQEAxo0bh8DAQBgZGUmcjLQRC18iIiIqMTNmzEBcXBwsLS2xZcsWeHh4SB2JtBiXOhAREVGJWb9+PQYPHozY2FgWvSQ5Fr5ERESkMQcOHIC/v79629raGjt37oSlpaWEqYhe4lIHIiIiemcZGRnw8/PD999/DwDo2rUr3N3dJU5FlBcLXyIiInon0dHR8PT0xM2bNyGTyTBlyhR06tRJ6lhE+bDwJSIiomJRKpVYvHgxZs2aBYVCAWtra2zfvh1du3aVOhpRgVj4EhERUbEMHDgQ+/btAwD0798f33//PSwsLCRORfR6vLiNiIiIimXIkCEwNTXF5s2bsXfvXha9VOZxxpeIiIgKJS0tDdevX0erVq0AAP369UN8fDyqVasmcTKiwuGMLxEREb1VVFQUnJyc0KtXLzx69EjdzqKXyhMWvkRERPRaCoUCc+fOhaurKxISEmBmZoa///5b6lhExcKlDkRERFSg+Ph4DBkyBFFRUQBeruldvXo1zM3NJU5GVDyc8SUiIqJ8tm3bBkdHR0RFRcHc3ByhoaHYsWMHi14q1zjjS0RERPmcPXsW6enpcHV1xY4dO2BjYyN1JKJ3xsKXiIiIALxcz6ur+7I0WLp0KZo2bQpfX1/o6OhInIxIM7jUgYiISMvl5OTA398fvXr1gkqlAgAYGxvjiy++YNFLFQpnfImIiLTY9evXMXjwYMTExAAAjh07hp49e0qciqhkcMaXiIhICwkhsH79erRo0QIxMTGwsLDA/v37WfRShcYZXyIiIi3z5MkTjBw5EocOHQIAuLm5Ydu2bbCyspI4GVHJ4owvERGRlhk0aBAOHToEfX19LF26FOHh4Sx6SSuw8CUiItIyS5cuRfPmzfHnn3/Cz88PcjnLAdIO/JtORERUwcXGxmL79u3qbScnJ0RHR8PR0VHCVESlj4UvERFRBaVSqRAUFAQXFxf4+Pio79wAADKZTMJkRNLgxW1EREQVUGJiIry8vHDs2DEAQO/evVGrVi2JUxFJizO+REREFcyBAwfQrFkzHDt2DIaGhli7di0OHToES0tLqaMRSYozvkRERBXIhAkTsHLlSgAv1/KGhoaicePGEqciKhs440tERFSB2NraAgCmTJmCs2fPsugl+hfO+BIREZVjSqUSSUlJsLa2BvByxrdDhw5wcXGROBlR2cMZXyIionLq/v376NatG7p27YqMjAwAgFwuZ9FL9BosfImIiMqhPXv2wMHBAZGRkXj48CEuXLggdSSiMo+FLxERUTmSlpaG4cOHY9CgQUhNTUWrVq1w8eJFdOjQQepoRGUeC18iIqJyIioqCk5OTti+fTvkcjlmzZqF06dPo169elJHIyoXeHEbERFROTF//nwkJCTA1tYWO3bs4CwvURFxxpeIiKic2LhxI8aMGcOlDUTFxMKXiIioDBJCYPv27Zg0aZK6rWbNmli7di3Mzc0lTEZUfnGpAxERURnz9OlT+Pr6IiwsDADwwQcfoFu3bhKnIir/WPgSERGVISdOnMDQoUPx4MED6OrqIiAgAJ07d5Y6FlGFwMKXiIioDMjJycHs2bMRGBgIIQTq16+PkJAQPoyCSINY+BIREZUB/fr1w88//wwA8PHxwfLly2FqaipxKqKKhRe3ERERlQFjxoxBlSpVsH//fmzYsIFFL1EJ4IwvERGRBJ48eYLr16/D1dUVANCnTx/Ex8fDzMxM4mREFRdnfImIiEpZeHg4HBwc8OGHH+LBgwfqdha9RCWLhS8REVEpycrKwsSJE9GzZ08kJSWhZs2aeP78udSxiLQGC18iIqJSEBsbCxcXFwQFBQEAxo0bh/Pnz6Nx48YSJyPSHix8iYiISlhQUBBcXFwQFxcHS0tLHD58GKtWrYKRkZHU0Yi0CgtfIiKiEnbz5k1kZ2ejd+/eiI2NhYeHh9SRiLQS7+pARERUArKzs2FgYAAAWLx4MVq3bo2hQ4dCJpNJnIxIe3HGl4iISIMyMjLg6+uLnj17QqlUAgCMjY0xbNgwFr1EEitW4atQKPDLL78gODhYfTXqo0ePkJ6ertFwRERE5Ul0dDRatmyJ4OBgnDhxAidPnpQ6EhH9S5GXOty9exc9e/bEvXv3kJ2dje7du6NSpUoIDAxEVlYW1q9fXxI5iYiIyiylUoklS5bg66+/hkKhgLW1NbZt24YuXbpIHY2I/qXIM74TJkyAs7Mznj59mudq1I8++gi//vqrRsMRERGVdffv30e3bt3g7+8PhUKB/v3749KlS+jWrZvU0YjoP4o843v69Gn8/vvv0NfXz9NuY2ODhw8faiwYERFReeDp6YnTp0/DxMQEK1euhLe3N9fyEpVRRZ7xValU6sX6//bgwQNUqlRJI6GIiIjKi9WrV8PV1RUXL17EiBEjWPQSlWFFLny7d++OFStWqLdlMhnS09MxZ84c3peQiIgqvKioKGzYsEG97ejoiMjISNSrV0/CVERUGEVe6rB8+XJ06dIF9vb2yMrKgqenJ27duoWqVati165dJZGRiIhIcgqFAvPnz8f8+fMhk8nQokULtGzZEgA4y0tUThS58LWyssLFixexe/duREdHQ6VSYeTIkRg8eDAfvUhERBVSfHw8hgwZgqioKADA4MGDOcNLVA4VufA9efIk2rVrB29vb3h7e6vbFQoFTp48iY4dO2o0IBERkVSEENixYwe++OILpKenw8zMDOvWrYOnp6fU0YioGIq8xrdLly74559/8rU/e/aM9yskIqIKxdvbG8OHD0d6ejo6dOiAS5cuseglKseKXPgKIQpcy5SSkgITExONhCIiIioLmjdvDl1dXSxYsAAnTpyAra2t1JGI6B0UeqnDxx9/DODlAn4vLy8YGBio31Mqlbh8+TLatWun+YRERESlJCcnB48ePVIXuF9++SW6d+8Oe3t7aYMRkUYUuvA1NzcH8HLGt1KlSnkuZNPX10ebNm0watQozSckIiIqBTdu3ICnpyfS0tJw4cIFmJqaQi6Xs+glqkAKXfhu2bIFAGBra4spU6ZwWQMREVUIQgh8//33mDRpEjIzM2FhYYFr167BxcVF6mhEpGFFvqvDnDlzSiIHERFRqXvy5Al8fHxw8OBBAICbmxu2bt0Ka2triZMRUUkocuELAD/88APCwsJw79495OTk5HkvJiZGI8GIiIhKUnh4OLy8vJCUlAR9fX0sXLgQEydOhFxe5Ou+iaicKPJ398qVK+Ht7Q1LS0tcuHABrVq1QpUqVRAfH49evXqVREYiIiKNEkJg5cqVSEpKQuPGjfHHH3/Az8+PRS9RBVfk7/C1a9fi+++/x+rVq6Gvr49p06YhIiIC48ePx7Nnz0oiIxERkUbJZDJs2rQJ06ZNQ3R0NJycnKSORESloMiF771799S3LTMyMsLz588BAEOHDsWuXbs0m46IiEgDVCoVgoKCMHbsWHVbjRo18N133+W5SxERVWxFLnxr1KiBlJQUAICNjQ3Onj0LAEhISIAQQrPpiIiI3lFiYiI8PDwwceJErFu3DpGRkVJHIiKJFLnw7dq1Kw4dOgQAGDlyJCZNmoTu3btj4MCB+OijjzQekIiIqLgOHDgABwcHhIeHw9DQEGvXrkXHjh2ljkVEEinyXR2+//57qFQqAICvry8sLCxw+vRp9OnTB76+vhoPSEREVFQZGRmYPHkygoODAQBOTk4IDQ1F48aNJU5GRFIqcuErl8vzXPX66aef4tNPPwUAPHz4kPc+JCIiSQkh4OHhgZMnTwIApk6dim+++QYGBgYSJyMiqWnkvi1JSUn48ssvUa9evSLvu3btWtjZ2cHQ0BAtW7bEqVOn3tg/OzsbM2fOhI2NDQwMDFC3bl1s3ry5uNGJiKiCkclk+Oqrr2BtbY1ffvkFgYGBLHqJCEARCt/U1FQMHjwY1apVg5WVFVauXAmVSoXZs2fj/fffx9mzZ4tcgO7ZswcTJ07EzJkzceHCBbi6uqJXr164d+/ea/f59NNP8euvv2LTpk24ceMGdu3ahUaNGhXpc4mIqGK5f/8+fv31V/W2h4cHbt26hW7dukmYiojKmkIvdZgxYwZOnjyJ4cOH4+jRo5g0aRKOHj2KrKws/Pzzz+jUqVORP3zZsmUYOXIkfHx8AAArVqxAeHg41q1bh4ULF+brf/ToUURGRiI+Ph4WFhYAAFtb2yJ/LhERVRxhYWEYN24cAODSpUuoU6cOAPA2ZUSUT6FnfA8fPowtW7ZgyZIlOHjwIIQQaNCgAX777bdiFb05OTmIjo6Gu7t7nnZ3d3ecOXOmwH0OHjwIZ2dnBAYGwtraGg0aNMCUKVOQmZlZ5M8nIqLyLS0tDUFBQRgyZAhSU1PRoEEDKJVKqWMRURlW6BnfR48ewd7eHgDw/vvvw9DQUD1TWxzJyclQKpWoXr16nvbq1asjKSmpwH3i4+Nx+vRpGBoa4scff0RycjLGjh2Lf/7557XLLLKzs5Gdna3eTktLAwDk5uYiNze32PmpfHg1xhxr7cDx1h5nz57FsGHDcOfOHcjlcvj7+2PmzJnQ09Pj+FdQ/P7WLiU1zoUufFUqFfT09NTbOjo6MDExeecAMpksz7YQIl/bvzPIZDKEhITA3NwcwMvlEgMGDMCaNWsK/LXWwoULERAQkK/9+PHjMDY2fuf8VD5ERERIHYFKEce74hJCICwsDHv27IFKpYKlpSUmTpwIe3t7jruW4DhrhxcvXpTIcQtd+Aoh4OXlpb4yNisrC76+vvmK3/379xfqeFWrVoWOjk6+2d3Hjx/nmwV+pWbNmrC2tlYXvQDQuHFjCCHw4MED1K9fP98+06dPh5+fn3o7LS0NtWvXRpcuXVClSpVCZaXyKzc3FxEREejevXueH9yoYuJ4a4dff/0VKpUKgwYNQp8+fdCvXz+Otxbg97d2efWUYE0rdOE7fPjwPNtDhgx5pw/W19dHy5YtERERkeeJbxEREfjwww8L3Kd9+/bYu3cv0tPTYWpqCgC4efMm5HI5atWqVeA+BgYGBd7GRk9Pj984WoTjrV043hWLEAIZGRnqf/cDAwPh5uYGDw8PHDlyhOOtZTje2qGkxrjQhe+WLVs0/uF+fn4YOnQonJ2d0bZtW3z//fe4d++e+glw06dPx8OHD7F9+3YAgKenJ7755ht4e3sjICAAycnJmDp1KkaMGMGrd4mIKqCnT59i9OjRSEpKwvHjx6GjowMjIyN8+OGHXOtJREVW5Ce3adLAgQORkpKCefPmITExEU2bNsWRI0dgY2MDAEhMTMxzT19TU1NERETgyy+/hLOzM6pUqYJPP/0U8+fPl+oUiIiohBw/fhzDhg3DgwcPoKuriz/++APt2rWTOhYRlWOSFr4AMHbsWIwdO7bA97Zu3ZqvrVGjRlzYTkRUgeXk5GDWrFlYvHgxhBCoX78+QkJC4OLiInU0IirnJC98iYiIXrl+/ToGDx6MmJgYAMCoUaOwbNky9fpeIqJ3wcKXiIjKhFd3D4qJiYGFhQU2btyY5+JnIqJ3VegntxEREZUkmUyGjRs34oMPPkBsbCyLXiLSuGIVvjt27ED79u1hZWWFu3fvAgBWrFiBAwcOaDQcERFVbOHh4Vi1apV6u2nTpjh06BCsrKwkTEVEFVWRC99169bBz88PHh4eSE1NVT8XvXLlylixYoWm8xERUQWUlZWFCRMmoGfPnpg0aRLOnz8vdSQi0gJFLnxXrVqFDRs2YObMmdDR0VG3Ozs7IzY2VqPhiIio4omNjYWLiwtWrlwJABgzZgyaNGkicSoi0gZFLnwTEhLQvHnzfO0GBgbIyMjQSCgiIqp4VCoVgoKC4OLigri4OFhaWuLw4cNYtWoVH0JERKWiyHd1sLOzw8WLF9UPmXjl559/hr29vcaCERFRxSGEwMcff6y+FuSDDz7Apk2bYGlpKXEyItImRS58p06dii+++AJZWVkQQuDPP//Erl27sHDhQmzcuLEkMhIRUTknk8ng5uaG8PBwLFu2DL6+vpDJZFLHIiItU+TC19vbGwqFAtOmTcOLFy/g6ekJa2trBAUFYdCgQSWRkYiIyqGMjAw8fPgQDRo0AAB88cUX6N27N+zs7CRORkTaqlgPsBg1ahRGjRqF5ORkqFQq/qqKiIjyiI6OhqenJxQKBS5evIhKlSpBJpOx6CUiSRX54raAgADcvn0bAFC1alUWvUREpKZUKrFo0SK0adMGN2/eRHZ2NhISEqSORUQEoBiF7759+9CgQQO0adMGq1evxpMnT0oiFxERlTP37t1Dt27dMH36dCgUCvTv3x+XL1+Gg4OD1NGIiAAUo/C9fPkyLl++jK5du2LZsmWwtraGh4cHQkND8eLFi5LISEREZdyePXvg4OCAyMhImJiYYPPmzdi7dy8sLCykjkZEpFasRxY3adIE3377LeLj43H8+HHY2dlh4sSJqFGjhqbzERFRGSeEwM6dO/Hs2TO0atUKFy9ehLe3N+/aQERlTrEK338zMTGBkZER9PX1kZubq4lMRERUDgghALy8VdmmTZuwYMECnD59GvXq1ZM4GRFRwYpV+CYkJGDBggWwt7eHs7MzYmJiMHfuXCQlJWk6HxERlTEKhQJz587FyJEj1W2WlpaYMWMG9PT0JExGRPRmRb6dWdu2bfHnn3+iWbNm8Pb2Vt/Hl4iIKr74+HgMGTIEUVFRAAAfHx+0a9dO4lRERIVT5MK3S5cu2LhxI5o0aVISeYiIqAwSQmD79u0YN24c0tPTYWZmhnXr1rHoJaJypciF77ffflsSOYiIqIx6+vQpRo8ejb179wIAXF1dsWPHDtjY2EicjIioaApV+Pr5+eGbb76BiYkJ/Pz83th32bJlGglGRETSE0KgR48eOHfuHHR1dREQEICvvvoKOjo6UkcjIiqyQhW+Fy5cUN+x4cKFCyUaiIiIyg6ZTIZ58+ZhwoQJ2LlzJ1xcXKSORERUbIUqfI8fP17gn4mIqOK5fv06EhIS0KtXLwBAz549ERcXxzs2EFG5V+TbmY0YMQLPnz/P156RkYERI0ZoJBQREZU+IQSCg4PRokULDBo0CHfu3FG/x6KXiCqCIhe+27ZtQ2ZmZr72zMxMbN++XSOhiIiodD158gT9+vWDr68vMjMz0apVK+jr60sdi4hIowp9V4e0tDQIISCEwPPnz2FoaKh+T6lU4siRI7C0tCyRkEREVHKOHj0Kb29vJCUlQV9fHwsXLsTEiRMhl7/zwz2JiMqUQhe+lStXhkwmg0wmQ4MGDfK9L5PJEBAQoNFwRERUcoQQ8PPzw4oVKwAA9vb2CA0NhaOjo7TBiIhKSKEL3+PHj0MIga5du2Lfvn2wsLBQv6evrw8bGxtYWVmVSEgiItI8mUym/vO4ceMQGBgIIyMjCRMREZWsQhe+nTp1AgAkJCSgTp06ef7BJCKi8kGlUiEtLQ2VK1cGACxcuBB9+vRB165dpQ1GRFQKClX4Xr58GU2bNoVcLsezZ88QGxv72r4ODg4aC0dERJqTmJgIb29vpKen48SJE9DV1YWhoSGLXiLSGoUqfJ2cnJCUlARLS0s4OTlBJpNBCJGvn0wmg1Kp1HhIIiJ6NwcOHICPjw+Sk5NhaGiICxcu8GEURKR1ClX4JiQkoFq1auo/ExFR+ZCRkYHJkycjODgYwMuJjJCQENjb20ucjIio9BWq8LWxsSnwz0REVHZFR0fD09MTN2/eBABMmTIF8+fPh4GBgcTJiIikUawHWBw+fFi9PW3aNFSuXBnt2rXD3bt3NRqOiIiKRwiBMWPG4ObNm7C2tsYvv/yCxYsXs+glIq1W5ML322+/Vd/uJioqCqtXr0ZgYCCqVq2KSZMmaTwgEREVnUwmw9atW+Hp6YnLly+jW7duUkciIpJcoW9n9sr9+/dRr149AMBPP/2EAQMG4PPPP0f79u3RuXNnTecjIqJC2rNnDx48eIDJkycDePlAipCQEIlTERGVHUWe8TU1NUVKSgoA4NixY3BzcwMAGBoaIjMzU7PpiIjordLS0jB8+HAMGjQIX331FWJiYqSORERUJhV5xrd79+7w8fFB8+bNcfPmTfTu3RsAcOXKFdja2mo6HxERvUFUVBQGDx6MhIQEyOVyzJgxA82aNZM6FhFRmVTkGd81a9agbdu2ePLkCfbt24cqVaoAeHn18GeffabxgERElJ9CocDcuXPh6uqKhIQE2NraIjIyEvPmzYOenp7U8YiIyqQiz/hWrlwZq1evztceEBCgkUBERPRmQgj07NkTv/76KwBgyJAhWL16NczNzSVORkRUthW58AWA1NRUbNq0CdeuXYNMJkPjxo0xcuRI/qNLRFQKZDIZ+vfvj3PnzmHdunXw9PSUOhIRUblQ5KUO58+fR926dbF8+XL8888/SE5OxvLly1G3bl1eUEFEVEKePn2KuLg49bavry9u3LjBopeIqAiKPOM7adIk9O3bFxs2bICu7svdFQoFfHx8MHHiRJw8eVLjIYmItNmJEycwdOhQ6Orq4tKlSzAzM4NMJkONGjWkjkZEVK4Ua8b3q6++Uhe9AKCrq4tp06bh/PnzGg1HRKTNcnJy4O/vj65du+LBgwfQ1dVFYmKi1LGIiMqtIhe+ZmZmuHfvXr72+/fvo1KlShoJRUSk7W7cuIG2bdviu+++gxACPj4+uHDhAho2bCh1NCKicqvIhe/AgQMxcuRI7NmzB/fv38eDBw+we/du+Pj48HZmRETvSAiB4OBgNG/eHDExMbCwsMC+ffuwYcMGmJqaSh2PiKhcK/Ia3yVLlkAmk2HYsGFQKBQAAD09PYwZMwaLFi3SeEAiIm1z5MgRZGZmws3NDVu3boW1tbXUkYiIKoQiF776+voICgrCwoULcfv2bQghUK9ePRgbG5dEPiIiraBSqSCXyyGTybBx40bs2bMHY8eOhVxe5F/MERHRaxT6X9QXL17giy++gLW1NSwtLeHj44OaNWvCwcGBRS8RUTFlZWVh4sSJGD58uLqtWrVqGDduHIteIiINK/S/qnPmzMHWrVvRu3dvDBo0CBERERgzZkxJZiMiqtBiY2Ph4uKCoKAg7Ny5k3fGISIqYYVe6rB//35s2rQJgwYNAvDyEZnt27eHUqmEjo5OiQUkIqpoVCoVVq1aha+++grZ2dmwtLTEli1b4OzsLHU0IqIKrdAzvvfv34erq6t6u1WrVtDV1cWjR49KJBgRUUWUmJgIDw8PTJw4EdnZ2ejduzdiY2Ph4eEhdTQiogqv0DO+SqUS+vr6eXfW1VXf2YGIiN5MCIGePXvi8uXLMDQ0xLJly+Dr6wuZTCZ1NCIirVDowlcIAS8vLxgYGKjbsrKy4OvrCxMTE3Xb/v37NZuQiKiCkMlkWLJkCb766ivs3LkT9vb2UkciItIqhS58/33F8StDhgzRaBgiooomOjoaDx48wIcffggA6N69O7p168Y7NhARSaDQhe+WLVtKMgcRUYWiVCqxZMkSfP311zAyMsKlS5dgZ2cHACx6iYgkUuQHWBAR0Zvdv38fQ4cORWRkJADA3d0dZmZmEqciIiJOOxARadCePXvg4OCAyMhImJiYYNOmTdi7dy+qVKkidTQiIq3HGV8iIg0QQmDEiBHYunUrgJe3fAwJCUG9evWkDUZERGqc8SUi0gCZTIaqVatCLpfj66+/xunTp1n0EhGVMZzxJSIqJoVCgadPn6JatWoAgPnz52PAgAFo3bq1xMmIiKggxZrx3bFjB9q3bw8rKyvcvXsXALBixQocOHBAo+GIiMqq+Ph4dOzYER9++KH6QT4GBgYseomIyrAiF77r1q2Dn58fPDw8kJqaCqVSCQCoXLkyVqxYoel8RERlihAC27dvh5OTE6KionDlyhVcvXpV6lhERFQIRS58V61ahQ0bNmDmzJnQ0dFRtzs7OyM2Nlaj4YiIypKnT59i0KBBGD58OJ4/f44OHTrg0qVLcHBwkDoaEREVQpEL34SEBDRv3jxfu4GBATIyMjQSioiorDlx4gQcHBwQFhYGXV1dLFiwACdOnICtra3U0YiIqJCKfHGbnZ0dLl68CBsbmzztP//8M587T0QVkkqlwtSpU/HgwQPUr18fISEhcHFxkToWEREVUZEL36lTp+KLL75AVlYWhBD4888/sWvXLixcuBAbN24siYxERJKSy+XYvn07Vq1ahcDAQJiamkodiYiIiqHIha+3tzcUCgWmTZuGFy9ewNPTE9bW1ggKCsKgQYNKIiMRUakSQmDDhg1ITk7GjBkzAACNGzfG2rVrJU5GRETvolj38R01ahRGjRqF5ORkqFQqWFpaajoXEZEknjx5glGjRuHAgQOQy+Xw8PCAk5OT1LGIiEgD3ukBFlWrVtVUDiIiyYWHh8PLywtJSUnQ19fHokWLeMcGIqIKpFgXt8lkste+Hx8f/06BiIhKW1ZWFqZPn66+F7m9vT1CQ0Ph6OgobTAiItKoIhe+EydOzLOdm5uLCxcu4OjRo5g6daqmchERlQqVSoUuXbrg7NmzAIBx48YhMDAQRkZGEicjIiJNK3LhO2HChALb16xZg/Pnz79zICKi0iSXy+Hl5YX4+Hhs2bIFHh4eUkciIqISUuQHWLxOr169sG/fPk0djoioxCQmJuLChQvq7c8//xzXrl1j0UtEVMFprPD94YcfYGFhoanDERGViAMHDqBZs2bo168fUlNTAQAymYz/fhERaYEiL3Vo3rx5novbhBBISkrCkydPeI9LIiqzMjIyMHnyZAQHBwMAateujdTUVFSuXFnaYEREVGqKXPj269cvz7ZcLke1atXQuXNnNGrUSFO5iIg0Jjo6Gp6enrh58yZkMhmmTJmCb775BgYGBlJHIyKiUlSkwlehUMDW1hY9evRAjRo1NBJg7dq1WLx4MRITE9GkSROsWLECrq6ub93v999/R6dOndC0aVNcvHhRI1mIqGJRqVRYvHgxvv76aygUClhbW2P79u3o2rWr1NGIiEgCRVrjq6urizFjxiA7O1sjH75nzx5MnDgRM2fOxIULF+Dq6opevXrh3r17b9zv2bNnGDZsGLp166aRHERUMclkMvzxxx9QKBTo378/Ll++zKKXiEiLFfnittatW+e5GvpdLFu2DCNHjoSPjw8aN26MFStWoHbt2li3bt0b9xs9ejQ8PT3Rtm1bjeQgooolNzcXwMvCd8OGDdi+fTv27t3LC9iIiLRckQvfsWPHYvLkyVi9ejWioqJw+fLlPK/CysnJQXR0NNzd3fO0u7u748yZM6/db8uWLbh9+zbmzJlT1OhEVMGlpaUhKCgIXl5eEEIAAKpUqYKhQ4e+8YmTRESkHQq9xnfEiBFYsWIFBg4cCAAYP368+j2ZTAYhBGQyGZRKZaGOl5ycDKVSierVq+dpr169OpKSkgrc59atW/D398epU6egq1u46NnZ2XmWZqSlpQF4OSP0alaIKq5XY8yxrviioqIwfPhw3LlzB3K5HNHR0XzkcAXH72/twvHWLiU1zoUufLdt24ZFixYhISFBowH+OwvzqoD+L6VSCU9PTwQEBKBBgwaFPv7ChQsREBCQr/348eMwNjYuemAqlyIiIqSOQCVEqVQiLCwMe/fuhUqlgqWlJSZOnIiHDx/i4cOHUsejUsDvb+3C8dYOL168KJHjysSr3we+hVwuR1JSEiwtLTXywTk5OTA2NsbevXvx0UcfqdsnTJiAixcvIjIyMk//1NRUvPfee9DR0VG3qVQqCCGgo6ODY8eOFXjRSkEzvrVr10ZiYiKqVKmikXOhsis3NxcRERHo3r079PT0pI5DGnb79m14eXnhjz/+AAAMGjQIffr0Qb9+/TjeWoDf39qF461dUlJSULNmTTx79gxmZmYaO26RbmemyTVy+vr6aNmyJSIiIvIUvhEREfjwww/z9TczM0NsbGyetrVr1+K3337DDz/8ADs7uwI/x8DAoMB7derp6fEbR4twvCselUqFjz76CNevX4e5uTnWrVuHAQMG4MiRIxxvLcPx1i4cb+1QUmNcpMK3QYMGby1+//nnn0Ifz8/PD0OHDoWzszPatm2L77//Hvfu3YOvry8AYPr06Xj48CG2b98OuVyOpk2b5tnf0tIShoaG+dqJqOKTy+VYs2YN5s2bh23btsHGxoZr/4iI6I2KVPgGBATA3NxcYx8+cOBApKSkYN68eUhMTETTpk1x5MgR2NjYAAASExPfek9fItIex48fR3JyMj755BMAQNeuXdGlSxfesYGIiAqlSIXvoEGDNLbG95WxY8di7NixBb63devWN+47d+5czJ07V6N5iKjsycnJwezZsxEYGAgTExO0aNECdevWBaDZJVhERFSxFbrw5X8uRCSF69evY/DgwYiJiQHw8gfw/94GkYiIqDAK/QCLQt78gYhII4QQWL9+PVq0aIGYmBhYWFhg//792LBhA0xNTaWOR0RE5VChZ3xVKlVJ5iAiUlOpVOjfvz9++uknAICbmxu2bdsGKysraYMREVG5VuRHFhMRlTS5XI6GDRtCX18fy5YtQ3h4OIteIiJ6Z0W6uI2IqKRkZWXhn3/+URe48+bNw9ChQ9GkSROJkxERUUXBGV8iklxsbCxcXFzw0Ucfqe/Fq6+vz6KXiIg0ioUvEUlGpVIhKCgILi4uiIuLw507d/DXX39JHYuIiCooFr5EJInExET06tULEydORHZ2Nnr37o3Y2Fg0btxY6mhERFRBsfAlolJ34MABNGvWDMeOHYOhoSHWrl2LQ4cOafwBOURERP/Gi9uIqFQplUrMnz8fKSkpcHJyQmhoKGd5iYioVHDGl4hKlY6ODkJCQvDVV1/h7NmzLHqJiKjUcMaXiEqUUqnE4sWLkZWVhblz5wIAGjRogEWLFkkbjIiItA4LXyIqMffv38fQoUMRGRkJmUyGAQMGoGnTplLHIiIiLcWlDkRUIvbs2QMHBwdERkbCxMQEmzZt4n15iYhIUpzxJSKNSktLw5dffont27cDAFq1aoWQkBDUq1dP4mRERKTtWPgSkcYolUp06NABsbGxkMvlmDlzJmbNmgU9PT2poxEREXGpAxFpjo6ODiZMmABbW1tERkZi3rx5LHqJiKjMYOFLRO8kPj4ef/75p3p7xIgRiIuLQ4cOHSRMRURElB8LXyIqFiEEtm/fDkdHR/Tv3x9Pnz4FAMhkMpiYmEicjoiIKD8WvkRUZE+fPsWgQYMwfPhwpKenw9bWFi9evJA6FhER0Rux8CWiIjlx4gQcHBwQFhYGXV1dLFiwACdOnIC1tbXU0YiIiN6Id3UgokJRKpWYOXMmAgMDIYRA/fr1ERISAhcXF6mjERERFQpnfImoUORyOW7fvg0hBHx8fBATE8Oil4iIyhXO+BLRawkhkJWVBSMjI8hkMgQHB2Po0KHo27ev1NGIiIiKjDO+RFSgJ0+eoF+/fhg2bBiEEAAACwsLFr1ERFRuccaXiPI5evQovL29kZSUBH19fVy7dg329vZSxyIiInonnPElIrWsrCxMmDABvXr1QlJSEuzt7fHnn3+y6CUiogqBM75EBACIjY2Fp6cn4uLiAADjxo1DYGAgjIyMJE5GRESkGSx8iQhKpRIff/wx/vrrL1haWmLLli3w8PCQOhYREZFGcakDEUFHRwcbNmxAnz59EBsby6KXiIgqJM74EmmpgwcPIj09HZ6engCAzp07o3PnztKGIiIiKkEsfIm0TEZGBiZPnozg4GCYmJigdevWqFu3rtSxiIiIShwLXyItEh0dDU9PT9y8eRMAMGbMGNSqVUviVERERKWDa3yJtIBSqcSiRYvQpk0b3Lx5E9bW1vjll1+wePFiGBgYSB2PiIioVHDGl6iCUygU6NGjB3777TcAQP/+/fH999/DwsJC4mRERESlizO+RBWcrq4uWrduDRMTE2zevBl79+5l0UtERFqJhS9RBZSWloZ79+6ptwMCAnD58mV4e3tDJpNJmIyIiEg6LHyJKpioqCg4OTmhf//+yM3NBQDo6enh/ffflzgZERGRtFj4ElUQCoUCc+fOhaurKxISEvDkyZM8s75ERETajhe3EVUA8fHxGDJkCKKiogAAgwcPxpo1a2Bubi5xMiIiorKDM75E5ZgQAtu2bYOjoyOioqJgZmaGkJAQ7Ny5k0UvERHRf3DGl6gcUyqVWLt2LdLT0+Hq6oodO3bAxsZG6lhERERlEgtfonJICAGZTAZdXV3s3LkT+/btw9SpU6GjoyN1NCIiojKLSx2IypGcnBz4+/vj66+/VrfVr18f/v7+LHqJiIjegjO+ROXEjRs34OnpiZiYGMhkMgwbNgwNGzaUOhYREVG5wRlfojJOCIHg4GA0b94cMTExsLCwwA8//MCil4iIqIg440tUhj158gQ+Pj44ePAgAMDNzQ1bt26FtbW1xMmIiIjKHxa+RGWUQqFA+/btcevWLejr62PhwoWYOHEi5HL+ooaIiKg4+D8oURmlq6uLGTNmoHHjxvjjjz/g5+fHopeIiOgd8H9RojIkNjYWZ86cUW8PHz4cFy5cgJOTk3ShiIiIKggWvkRlgEqlQlBQEFxcXPDpp5/in3/+AQDIZDIYGBhInI6IiKhi4BpfIoklJibC29sb4eHhAABHR0colUqJUxEREVU8nPElktCBAwfg4OCA8PBwGBoaYs2aNfjf//6HatWqSR2NiIiowuGML5EEFAoFxo0bh+DgYACAk5MTQkJCYG9vL3EyIiKiioszvkQS0NHRwdOnTwEAU6ZMwdmzZ1n0EhERlTDO+BKVEqVSiczMTJiamkImk2H9+vXw9fVFly5dpI5GRESkFTjjS1QK7t+/Dzc3NwwbNgxCCADAe++9x6KXiIioFHHGl6iEhYWFYfTo0UhNTYWJiQn++usv1K9fX+pYREREWoczvkQlJC0tDV5eXhg4cCBSU1PRqlUrXLhwgUUvERGRRFj4EpWAqKgoODk5Ydu2bZDL5fj6669x+vRpFr1EREQS4lIHIg1TKBQYMmQIEhISYGNjg507d6JDhw5SxyIiItJ6nPEl0jBdXV1s2bIFQ4YMwaVLl1j0EhERlRGc8SV6R0II7NixA0IIDB8+HADQsWNHdOzYUeJkRERE9G8sfInewdOnT+Hr64uwsDAYGxvD1dUV77//vtSxiIiIqAAsfImK6cSJExg6dCgePHgAXV1dfP3117CxsZE6FhEREb0GC1+iIsrJycHs2bMRGBgIIQTq16+PkJAQuLi4SB2NiIiI3oCFL1ER5ObmokOHDjh37hwAwMfHB8uXL4epqanEyYiIiOhteFcHoiLQ09NDjx49YGFhgX379mHDhg0seomIiMoJFr5Eb/HkyRPEx8ert2fPno24uDh8/PHHEqYiIiKiomLhS/QGR48ehYODAz755BPk5OQAeDnrW7NmTYmTERERUVGx8CUqQFZWFiZOnIhevXohKSkJWVlZSEpKkjoWERERvQMWvkT/ERsbCxcXFwQFBQEAvvzyS5w/fx516tSROBkRERG9Cxa+RP9HpVIhKCgILi4uiIuLg6WlJQ4fPoyVK1fCyMhI6nhERET0jlj4Ev0flUqF3bt3Izs7Gx988AFiY2Ph4eEhdSwiIiLSEN7Hl7SeEAIymQy6urrYuXMnIiIiMHr0aMhkMqmjERERkQax8CWtlZGRAT8/P5ibmyMwMBAAULduXdStW1fiZERERFQSWPiSVjp//jwGDx6MmzdvQi6XY/To0Sx4iYiIKjjJ1/iuXbsWdnZ2MDQ0RMuWLXHq1KnX9t2/fz+6d++OatWqwczMDG3btkV4eHgppqXyTqlUYtGiRWjbti1u3rwJa2trREREsOglIiLSApIWvnv27MHEiRMxc+ZMXLhwAa6urujVqxfu3btXYP+TJ0+ie/fuOHLkCKKjo9GlSxf06dMHFy5cKOXkVB7du3cP3bp1w/Tp06FQKNC/f39cvnwZXbt2lToaERERlQJJlzosW7YMI0eOhI+PDwBgxYoVCA8Px7p167Bw4cJ8/VesWJFn+9tvv8WBAwdw6NAhNG/evDQiUzmVk5MDV1dX3Lt3DyYmJli1ahW8vLx4ARsREZEWkWzGNycnB9HR0XB3d8/T7u7ujjNnzhTqGCqVCs+fP4eFhUVJRKQKRF9fH/Pnz0erVq1w8eJFeHt7s+glIiLSMpLN+CYnJ0OpVKJ69ep52qtXr17oR8MuXboUGRkZ+PTTT1/bJzs7G9nZ2erttLQ0AEBubi5yc3OLkZzKi6ioKGRmZgJ4Od4DBw7EgAEDoKury7GvoF6NK8dXO3C8tQvHW7uU1DhLfleH/866vbqn6tvs2rULc+fOxYEDB2BpafnafgsXLkRAQEC+9uPHj8PY2LjoganMUyqVCAsLw969e2Fubo6goCBERERIHYtKEcdbu3C8tQvHWzu8ePGiRI4rWeFbtWpV6Ojo5Jvdffz4cb5Z4P/as2cPRo4cib1798LNze2NfadPnw4/Pz/1dlpaGmrXro0uXbqgSpUqxT8BKpPi4+MxfPhw/PHHHwCAHj16QEdHB927d4eenp7E6aik5ebmIiIiguOtJTje2oXjrV1SUlJK5LiSFb76+vpo2bIlIiIi8NFHH6nbIyIi8OGHH752v127dmHEiBHYtWsXevfu/dbPMTAwgIGBQb52PT09fuNUIEIIbN++HePGjUN6ejrMzc2xbt06DBgwAEeOHOF4axmOt3bheGsXjrd2KKkxlnSpg5+fH4YOHQpnZ2e0bdsW33//Pe7duwdfX18AL2drHz58iO3btwN4WfQOGzYMQUFBaNOmjXq22MjICObm5pKdB0krJycHQ4cORVhYGADA1dUVO3bsgI2NDdeCERERkZqk9/EdOHAgVqxYgXnz5sHJyQknT57EkSNHYGNjAwBITEzMc0/f4OBgKBQKfPHFF6hZs6b6NWHCBKlOgcoAfX196OrqQldXFwsWLMDx48fVf4eIiIiIXpH84raxY8di7NixBb63devWPNsnTpwo+UBULuTk5CAzM1M907927VpMmjQJzs7OEicjIiKiskryRxYTFdX169fRtm1bDB8+HEIIAIC5uTmLXiIiInojFr5UbgghEBwcjBYtWiAmJganTp3CnTt3pI5FRERE5QQLXyoXnjx5gn79+sHX1xeZmZlwc3NDbGws7OzspI5GRERE5QQLXyrzjh49CgcHBxw8eBD6+vpYtmwZwsPDYWVlJXU0IiIiKkckv7iN6E1ycnIwduxYJCUlwd7eHqGhoXB0dJQ6FhEREZVDnPGlMk1fXx87duzAl19+ifPnz7PoJSIiomLjjC+VKSqVCqtWrYKJiQl8fHwAAO3bt0f79u0lTkZERETlHQtfKjMSExPh5eWFY8eOwcjICG5ubrC1tZU6FhEREVUQXOpAZcKBAwfQrFkzHDt2DIaGhli6dCmfvkZEREQaxRlfklRGRgYmT56M4OBgAICTkxNCQ0PRuHFjiZMRERFRRcPClySTnZ2NVq1a4erVqwCAqVOn4ptvvoGBgYHEyYiIiKgi4lIHkoyBgQE++eQTWFtb45dffkFgYCCLXiIiIioxLHypVN2/fx83b95Ub3/99de4fPkyunXrJmEqIiIi0gYsfKnU7NmzBw4ODvj000+RnZ0NANDV1YWFhYXEyYiIiEgbsPClEpeWlobhw4dj0KBBSE1NhaGhIZ4+fSp1LCIiItIyLHypRJ05cwZOTk7Yvn075HI5Zs2ahVOnTqFGjRpSRyMiIiItw7s6UIlQKBSYP38+vvnmG6hUKtja2mLHjh3o0KGD1NGIiIhIS3HGl0pMREQEVCoVhgwZgosXL7LoJSIiIklxxpc0RggBlUoFHR0d6OrqYufOnTh79iw+++wzqaMRERERsfAlzXj69Cl8fX1hbW2NZcuWAQDs7OxgZ2cncTIiIiKil1j40js7ceIEhg4digcPHkBPTw8TJ05EnTp1pI5FRERElAfX+FKx5eTkwN/fH127dsWDBw9Qv359/P777yx6iYiIqEzijC8Vy/Xr1zF48GDExMQAAHx8fLB8+XKYmppKnIyIiIioYCx8qciys7PRtWtXJCYmwsLCAhs3bsRHH30kdSwiIiKiN+JSByoyAwMDLFmyBG5uboiNjWXRS0REROUCZ3ypUI4ePQo9PT1069YNAODp6YnPPvsMMplM4mREREREhcMZX3qjrKwsTJgwAb169cKQIUPw5MkT9XsseomIiKg84YwvvVZsbCw8PT0RFxcHABgwYAAvXiMiIqJyizO+lI9KpUJQUBBcXFwQFxcHS0tLHD58GKtWrYKRkZHU8YiIiIiKhTO+lEdWVhb69euH8PBwAEDv3r2xefNmWFpaSpyMiIiI6N1wxpfyMDQ0hKWlJQwNDbF27VocOnSIRS8RERFVCCx8CRkZGfjnn3/U26tXr0ZMTAzGjBnDC9iIiIiowmDhq+Wio6PRokULDB8+HEIIAICZmRkaN24scTIiIiIizWLhq6WUSiW+++47tGnTBjdv3sSFCxfw8OFDqWMRERERlRgWvlro/v376NatG/z9/aFQKNC/f39cunQJtWrVkjoaERERUYlh4atl9uzZAwcHB0RGRsLExASbNm3C3r17UaVKFamjEREREZUo3s5Mi2RlZWHGjBlITU1Fq1atEBISgnr16kkdi4iIiKhUsPDVIoaGhggJCcHhw4cxe/Zs6OnpSR2JiIiIqNSw8K3AFAoF5s+fj+rVq2PMmDEAgDZt2qBNmzYSJyMiIiIqfSx8K6j4+HgMGTIEUVFRMDQ0RJ8+fXjxGhEREWk1XtxWwQghsH37djg6OiIqKgpmZmbYtGkTi14iIiLSepzxrUCePn0KX19fhIWFAQBcXV2xY8cO2NjYSJyMiIiISHosfCuIzMxMtGzZEgkJCdDV1UVAQAC++uor6OjoSB2NiIiIqEzgUocKwsjICN7e3qhfvz7OnDmDGTNmsOglIiIi+hcWvuXYjRs3cO3aNfX29OnTERMTAxcXFwlTEREREZVNLHzLISEEgoOD0bx5cwwcOBBZWVkAAF1dXZiamkqcjoiIiKhs4hrfcubJkyfw8fHBwYMHAQCWlpZIT0+HoaGhxMmIiIiIyjbO+JYj4eHhcHBwwMGDB6Gvr4+lS5fi2LFjqFq1qtTRiIiIiMo8zviWAzk5Ofjqq6+wYsUKAIC9vT1CQ0Ph6OgobTAiIiKicoSFbzmgo6OD6OhoAMC4ceMQGBgIIyMjiVMREWkXIQQUCgWUSqXUUbRSbm4udHV1kZWVxTGoIPT09Er9DlQsfMsolUoFpVKp/kuxY8cOXLlyBR4eHlJHIyLSOjk5OUhMTMSLFy+kjqK1hBCoUaMG7t+/D5lMJnUc0gCZTIZatWqV6oX5LHzLoMTERHh7e6NRo0bq5Q02NjZ8AhsRkQRUKhUSEhKgo6MDKysr6Ovrs/CSgEqlQnp6OkxNTSGX8xKl8k4IgSdPnuDBgweoX79+qc38svAtYw4cOAAfHx8kJyfj1KlTmDZtGqysrKSORUSktXJycqBSqVC7dm0YGxtLHUdrqVQq5OTkwNDQkIVvBVGtWjXcuXMHubm5pVb48m9OGZGRkQFfX1/069cPycnJcHJywvnz51n0EhGVESy2iDRLit+c8Lu4DIiOjkaLFi0QHBwMAJgyZQrOnj2Lxo0bS5yMiIiIqOLgUgeJvXjxAr169cKTJ09gbW2Nbdu2oVu3blLHIiIiIqpwOOMrMWNjY6xcuRL9+/fHpUuXWPQSERGVASkpKbC0tMSdO3ekjlIuPX78GNWqVcPDhw+ljpIHC18JhIWFITw8XL09aNAg7N27F1WqVJEwFRERVTReXl6QyWSQyWTQ1dVFnTp1MGbMGDx9+jRf3zNnzsDDwwPvvfceDA0N0axZMyxdurTAe+YeP34cHh4eqFKlCoyNjWFvb4/JkyeXuSLnXSxcuBB9+vSBra1tvvfc3d2ho6ODs2fP5nuvc+fOmDhxYr72n376Kd+a1pycHAQGBsLR0RHGxsaoWrUq2rdvjy1btiA3N1dTpyIJS0tLDB06FHPmzJE6Sh4sfEtRWloavLy8MHDgQAwbNgxPnjxRv8db4xARUUno2bMnEhMTcefOHWzcuBGHDh3C2LFj8/T58ccf0alTJ9SqVQvHjx/H9evXMWHCBCxYsACDBg2CEELdNzg4GG5ubqhRowb27duHq1evYv369Xj27BmWLl1aaueVk5NTYsfOzMzEpk2b4OPjk++9e/fuISoqCuPGjcOmTZuK/Rk5OTno0aMHFi1ahM8//xxnzpzBn3/+iS+++AKrVq3ClStX3uUUygRvb2+EhIQU+IOWZISWefbsmQAgkpOTS/Vzz5w5I+zs7AQAIZfLxaxZs0ROTk6pZtBGOTk54qeffuLXWktwvLVLaY13ZmamuHr1qsjMzFS3qVQqkZGdK8lLpVIVOvvw4cPFhx9+mKfNz89PWFhYqLfT09NFlSpVxMcff5xv/4MHDwoAYvfu3UIIIe7fvy/09fXFxIkTC/y8p0+fvjbL06dPxahRo4SlpaUwMDAQTZo0EYcOHRJCCDFnzhzh6OiYp//y5cuFjY2NenvYsGHCw8NDLFiwQNSsWVPY2NgIf39/0bp163yf1axZMzF79mz19ubNm0WjRo2EgYGBaNiwoVizZs1rcwohxL59+0TVqlULfG/u3Lli0KBB4tq1a6JSpUoiPT09z/udOnUSEyZMyLffjz/+KP5ddn333XdCLpeLmJiYfH1zcnLyHVdTjh8/LgCIX375RbRs2VIYGRmJtm3biuvXr6v7/PXXX6Jv377C0tJSmJiYCGdnZxEREZHnODY2NmLBggXC29tbmJqaitq1a4vg4OB8n2drays2bdpUYJaCvrdeSU5OFgDEs2fP3vGM8+LFbSVMoVBg/vz5mD9/PpRKJWxsbLBz50506NBB6mhERFRMmblK2M8Of3vHEnB1Xg8Y6xfvv+/4+HgcPXoUenp66rZjx44hJSUFU6ZMyde/T58+aNCgAXbt2oWBAwdi7969yMnJwbRp0wo8fuXKlQtsV6lU6NWrF54/f46dO3eibt26uHr1apHv3Xry5ElYWFggIiJCPQu9aNEi3L59G3Xr1gUAXLlyBbGxsfjhhx8AABs2bMCcOXOwevVqNG/eHBcuXMCoUaNgYmKC4cOHv/ZznJ2d87ULIbBlyxasWbMGjRo1QoMGDRAWFgZvb+8inQcAhISEwM3NDc2bN8/3np6eXp4x+rd79+7B3t7+jcceMmQI1q9f/8Y+M2fOxNKlS1GtWjX4+vpixIgR+P333wEA6enp8PDwwPz582FoaIht27ahT58+uHHjBurUqaM+xtKlS/HNN99gxowZ+OGHHzBmzBh07NgRjRo1Uvdp1aoVTp06hREjRrwxT2lh4VuCXrx4ATc3N0RFRQEABg8ejDVr1sDc3FziZEREpC3+97//wdTUFEqlEllZWQCAZcuWqd+/efMmALz2FpqNGjVS97l16xbMzMxQs2bNImX45Zdf8Oeff+LatWto0KABAOD9998v8rkYGxtjw4YNMDQ0VLc5ODggNDQUs2bNAvCyoHRxcVF/zjfffIOlS5fi448/BgDY2dnh6tWrCA4Ofm3he+fOnQLvo//LL7/gxYsX6NGjB4CXBeamTZuKVfjeunULnTt3LvJ+VlZWuHjx4hv7mJmZvfU4CxYsQKdOnQAA/v7+6N27N7KysmBoaAhHR0c4Ojqq+86fPx8//vgjDh48iHHjxqnbPTw81MtmvvrqKyxfvhwnTpzIU/haW1vjwoULRTnFEsXCtwQZGxujQYMGuHLlCtatWwdPT0+pIxERkQYY6eng6rwekn12UXTp0gXr1q3DixcvsHHjRty8eRNffvllvn7iX+t4/9v+6jqUf/+5KC5evIhatWqpi9Hisre3h76+fp62wYMHY/PmzZg1axaEENi1a5f64rInT57g/v37GDlyJEaNGqXeR6FQvHESKjMzM09x/cqmTZswcOBA6Oq+LJ8+++wzTJ06FTdu3EDDhg2LdC7F/Vrq6uqiXr16Rd7vvxwcHNR/fvWDzOPHj1GnTh1kZGQgICAA//vf//Do0SMoFApkZmbi3r17rz2GTCZDjRo18Pjx4zx9jIyM8OLFi3fOqyksfDXs6dOnUCgUqFatGgBg1apVmDt3boFXhRIRUfkkk8mKvdygtJmYmKgLpZUrV6JLly4ICAjAN998AwDqYvTatWto165dvv2vX7+u/tV6gwYN8OzZMyQmJhZp1tfIyOiN78vl8nyFd0F3NSjokdGenp7w9/dHTEwMMjMzcf/+fQwaNAjAyyUWwMvlDq1bt86z35uWWVStWjXfBVn//PMPfvrpJ+Tm5mLdunXqdqVSic2bN+O7774D8HK29dmzZ/mOmZqammcmtkGDBrh27dprM7yOppY6/HspxasC/NXXa+rUqQgPD8eSJUtQr149GBkZYcCAAfkuKPzvcgyZTKY+xiv//POPuiYqC3hXBw06ceIEHBwc4OXlpf4GrlSpEoteIiIqM+bMmYMlS5bg0aNHAF7emsvCwqLAOzIcPHgQt27dwmeffQYAGDBgAPT19REYGFjgsVNTUwtsd3BwwIMHD9RLJv6rWrVqSEpKylP8vu3X+a/UqlULHTt2REhIiHrdbPXq1QEA1atXh7W1NeLj41GvXr08Lzs7u9ces3nz5rh69WqetpCQENSqVQuXLl3CxYsX1a8VK1Zg27ZtUCgUAF4uDTl//ny+Y547dy7PrLCnpyd++eWXApcBKBQKZGRkFJjt1VKHN73mzZv39i/cG5w6dQpeXl746KOP0KxZM9SoUaPY9zOOi4srcB2zVFj4akBOTg78/f3RtWtXPHjwALdu3cLff/8tdSwiIqJ8OnfujCZNmuDbb78F8HJGODg4GAcOHMDnn3+Oy5cv486dO9i0aRO8vLwwYMAAfPrppwCA2rVrY/ny5QgKCsLIkSMRGRmJu3fv4vfff8fo0aPVs8j/1alTJ3Ts2BH9+/dHREQEEhIS8PPPP+Po0aPqTE+ePEFgYCBu376NNWvW4Oeffy70OQ0ePBi7d+/G3r17MWTIkDzvzZ07FwsXLkRQUBBu3ryJ2NhYbNmyJc865//q0aMHrly5kmfWd9OmTRgwYACaNm2a5zVixAikpqbi8OHDAICxY8fi9u3b+OKLL3Dp0iXcvHkTa9aswaZNmzB16lT18SZOnIj27dujW7duWLNmDS5duoT4+HiEhYWhdevWuHXrVoHZXi11eNPL0tKy0F+7gtSrVw/79+/HxYsXcenSJXh6euabyS2MFy9eIDo6Gu7u7u+UR5NY+L6jGzduoG3btvjuu+8ghICPjw9iYmJQo0YNqaMREREVyM/PDxs2bMD9+/cBvJzJPX78OO7fv4+OHTuiYcOGWLZsGWbOnIndu3fnWYs6duxYHDt2DA8fPsRHH32ERo0awcfHB2ZmZgXeGeKVffv2wcXFBZ999hns7e0xbdo09cMxGjdujLVr12LNmjVwdHTEn3/++cZj/dcnn3yClJQUvHjxAv369cvzno+PDzZu3IitW7eiWbNm6NSpE7Zu3frGGd9mzZrB2dkZYWFhAIDo6GhcunQJ/fv3z9e3UqVKcHd3V9/T19bWFqdOncLt27fh7u4OFxcXbN26FVu3bsUnn3yi3s/AwAARERGYNm0agoOD0aZNG7i4uGDlypUYP348mjZtWujz17Tly5fjvffeQ7t27dCnTx/06NEDLVq0KPJxDhw4gDp16sDV1bUEUhaPTLxuNXsFlZaWBnNzcyQnJ7/Tk9KEEPj+++8xadIkZGZmwsLCAhs2bFBfNUplQ25uLo4cOQIPD4/X3hqGKg6Ot3YprfHOyspCQkIC7OzsCrzgiUqHSqVCWloazMzMIJeX/LzdkSNHMGXKFMTFxZXK51VErVq1wsSJE197cf+bvrdSUlJQtWpVPHv2rFB3qSis8rEyvwzKzMzE4sWLkZmZCTc3N2zduhXW1tZSxyIiIiIN8PDwwK1bt/Dw4UPUrl1b6jjlzuPHjzFgwAD1+vCygoVvMRkbGyMkJASnT5/GpEmT+NMgERFRBTNhwgSpI5RblpaWr33QiZRY+BZSVlYWvvrqK9StWxfjx48HALRu3Trf7VGIiIiIqGxi4VsIsbGx8PT0RFxcHAwNDfHpp5/y4jUiIiKicoa/n38DlUqFFStWwNnZGXFxcbC0tMS+fftY9BIRaSEtuxacqMRJ8T3FGd/XSExMhJeXF44dOwYA+OCDD7Bp06Z3vjceERGVL6/uGPHixYu3PoGMiArv1ZPg3vQUPU1j4VuAjIwMtGzZEomJiTA0NMSyZcvg6+tbrGdqExFR+aajo4PKlSvj8ePHAF5e3Mz/D0qfSqVCTk4OsrKyeEF5BaBSqfDkyRMYGxtDV7f0ylEWvgUwMTHBl19+ibCwMISGhqJx48ZSRyIiIgm9WuL2qvil0ieEQGZmJoyMjPiDRwUhl8tRp06dUh1PFr7/Jzo6GgYGBuonpUybNg1+fn4wMDCQOBkREUlNJpOhZs2asLS0RG5urtRxtFJubi5OnjyJjh078gE1FYS+vn6pz95LXviuXbsWixcvRmJiIpo0aYIVK1a88dF2kZGR8PPzw5UrV2BlZYVp06bB19e32J+vVCqxePFizJo1Cw0bNsS5c+dgZGQEHR2dUl1zQkREZR//b5COjo4OFAoFDA0NWfhSsUm6SGbPnj2YOHEiZs6ciQsXLsDV1RW9evXCvXv3CuyfkJAADw8PuLq64sKFC5gxYwbGjx+Pffv2Fevz79+/j27dumH69OlQKBRo1KiReqE1EREREVUskha+y5Ytw8iRI+Hj44PGjRtjxYoVqF27NtatW1dg//Xr16NOnTpYsWIFGjduDB8fH4wYMQJLliwp8mfv378fDg4OiIyMhImJCTZv3oy9e/fC3Nz8XU+LiIiIiMogyQrfnJwcREdHw93dPU+7u7s7zpw5U+A+UVFR+fr36NED58+fL/Kaq88//xypqalo1aoVLl68CG9vby6WJyIiIqrAJFvjm5ycDKVSierVq+dpr169OpKSkgrcJykpqcD+CoUCycnJqFmzZr59srOzkZ2drd5+9uyZ+s+TJ0/GlClToKenh5SUlHc5HSqjcnNz8eLFC6SkpHBNmBbgeGsXjrd24Xhrl3/++QeA5h9yIfnFbf+dZRVCvHHmtaD+BbW/snDhQgQEBBT43tKlS7F06dKixCUiIiKiUpKSkqLRZaiSFb5Vq1aFjo5Ovtndx48f55vVfaVGjRoF9tfV1UWVKlUK3Gf69Onw8/NTb6empsLGxgb37t3jel4tkJaWhtq1a+P+/fswMzOTOg6VMI63duF4axeOt3Z59uwZ6tSpAwsLC40eV7LCV19fHy1btkRERAQ++ugjdXtERAQ+/PDDAvdp27YtDh06lKft2LFjcHZ2fu2vPQwMDAq8F6+5uTm/cbSImZkZx1uLcLy1C8dbu3C8tYum7/Mr6V0d/Pz8sHHjRmzevBnXrl3DpEmTcO/ePfV9eadPn45hw4ap+/v6+uLu3bvw8/PDtWvXsHnzZmzatAlTpkyR6hSIiIiIqJyQdI3vwIEDkZKSgnnz5iExMRFNmzbFkSNHYGNjAwBITEzMc09fOzs7HDlyBJMmTcKaNWtgZWWFlStXon///lKdAhERERGVE5Jf3DZ27FiMHTu2wPe2bt2ar61Tp06IiYkp9ucZGBhgzpw5fBSxluB4axeOt3bheGsXjrd2KanxlglN3yeCiIiIiKgMknSNLxERERFRaWHhS0RERERagYUvEREREWmFCln4rl27FnZ2djA0NETLli1x6tSpN/aPjIxEy5YtYWhoiPfffx/r168vpaSkCUUZ7/3796N79+6oVq0azMzM0LZtW4SHh5diWnpXRf3+fuX333+Hrq4unJycSjYgaVRRxzs7OxszZ86EjY0NDAwMULduXWzevLmU0tK7Kup4h4SEwNHREcbGxqhZsya8vb2RkpJSSmnpXZw8eRJ9+vSBlZUVZDIZfvrpp7fuo5F6TVQwu3fvFnp6emLDhg3i6tWrYsKECcLExETcvXu3wP7x8fHC2NhYTJgwQVy9elVs2LBB6OnpiR9++KGUk1NxFHW8J0yYIL777jvx559/ips3b4rp06cLPT09ERMTU8rJqTiKOt6vpKamivfff1+4u7sLR0fH0glL76w44923b1/RunVrERERIRISEsQff/whfv/991JMTcVV1PE+deqUkMvlIigoSMTHx4tTp06JJk2aiH79+pVyciqOI0eOiJkzZ4p9+/YJAOLHH398Y39N1WsVrvBt1aqV8PX1zdPWqFEj4e/vX2D/adOmiUaNGuVpGz16tGjTpk2JZSTNKep4F8Te3l4EBARoOhqVgOKO98CBA8XXX38t5syZw8K3HCnqeP/888/C3NxcpKSklEY80rCijvfixYvF+++/n6dt5cqVolatWiWWkUpGYQpfTdVrFWqpQ05ODqKjo+Hu7p6n3d3dHWfOnClwn6ioqHz9e/TogfPnzyM3N7fEstK7K854/5dKpcLz5881/ixw0rzijveWLVtw+/ZtzJkzp6QjkgYVZ7wPHjwIZ2dnBAYGwtraGg0aNMCUKVOQmZlZGpHpHRRnvNu1a4cHDx7gyJEjEELg77//xg8//IDevXuXRmQqZZqq1yR/gIUmJScnQ6lUonr16nnaq1evjqSkpAL3SUpKKrC/QqFAcnIyatasWWJ56d0UZ7z/a+nSpcjIyMCnn35aEhFJg4oz3rdu3YK/vz9OnToFXd0K9c9dhVec8Y6Pj8fp06dhaGiIH3/8EcnJyRg7diz++ecfrvMt44oz3u3atUNISAgGDhyIrKwsKBQK9O3bF6tWrSqNyFTKNFWvVagZ31dkMlmebSFEvra39S+oncqmoo73K7t27cLcuXOxZ88eWFpallQ80rDCjrdSqYSnpycCAgLQoEGD0opHGlaU72+VSgWZTIaQkBC0atUKHh4eWLZsGbZu3cpZ33KiKON99epVjB8/HrNnz0Z0dDSOHj2KhIQE+Pr6lkZUkoAm6rUKNQVStWpV6Ojo5Pvp8PHjx/l+SnilRo0aBfbX1dVFlSpVSiwrvbvijPcre/bswciRI7F37164ubmVZEzSkKKO9/Pnz3H+/HlcuHAB48aNA/CyMBJCQFdXF8eOHUPXrl1LJTsVXXG+v2vWrAlra2uYm5ur2xo3bgwhBB48eID69euXaGYqvuKM98KFC9G+fXtMnToVAODg4AATExO4urpi/vz5/I1tBaOpeq1Czfjq6+ujZcuWiIiIyNMeERGBdu3aFbhP27Zt8/U/duwYnJ2doaenV2JZ6d0VZ7yBlzO9Xl5eCA0N5VqwcqSo421mZobY2FhcvHhR/fL19UXDhg1x8eJFtG7durSiUzEU5/u7ffv2ePToEdLT09VtN2/ehFwuR61atUo0L72b4oz3ixcvIJfnLWN0dHQA/P+ZQKo4NFavFelSuHLg1e1QNm3aJK5evSomTpwoTExMxJ07d4QQQvj7+4uhQ4eq+7+6PcakSZPE1atXxaZNm3g7s3KkqOMdGhoqdHV1xZo1a0RiYqL6lZqaKtUpUBEUdbz/i3d1KF+KOt7Pnz8XtWrVEgMGDBBXrlwRkZGRon79+sLHx0eqU6AiKOp4b9myRejq6oq1a9eK27dvi9OnTwtnZ2fRqlUrqU6BiuD58+fiwoUL4sKFCwKAWLZsmbhw4YL69nUlVa9VuMJXCCHWrFkjbGxshL6+vmjRooWIjIxUvzd8+HDRqVOnPP1PnDghmjdvLvT19YWtra1Yt25dKSemd1GU8e7UqZMAkO81fPjw0g9OxVLU7+9/Y+Fb/hR1vK9duybc3NyEkZGRqFWrlvDz8xMvXrwo5dRUXEUd75UrVwp7e3thZGQkatasKQYPHiwePHhQyqmpOI4fP/7G/49Lql6TCcHfBxARERFRxVeh1vgSEREREb0OC18iIiIi0gosfImIiIhIK7DwJSIiIiKtwMKXiIiIiLQCC18iIiIi0gosfImIiIhIK7DwJSIiIiKtwMKXiAjA1q1bUblyZaljFJutrS1WrFjxxj5z586Fk5NTqeQhIiqLWPgSUYXh5eUFmUyW7/XXX39JHQ1bt27Nk6lmzZr49NNPkZCQoJHjnzt3Dp9//rl6WyaT4aeffsrTZ8qUKfj111818nmv89/zrF69Ovr06YMrV64U+Tjl+QcRIiqbWPgSUYXSs2dPJCYm5nnZ2dlJHQsAYGZmhsTERDx69AihoaG4ePEi+vbtC6VS+c7HrlatGoyNjd/Yx9TUFFWqVHnnz3qbf5/n4cOHkZGRgd69eyMnJ6fEP5uI6E1Y+BJRhWJgYIAaNWrkeeno6GDZsmVo1qwZTExMULt2bYwdOxbp6emvPc6lS5fQpUsXVKpUCWZmZmjZsiXOnz+vfv/MmTPo2LEjjIyMULt2bYwfPx4ZGRlvzCaTyVCjRg3UrFkTXbp0wZw5cxAXF6eekV63bh3q1q0LfX19NGzYEDt27Miz/9y5c1GnTh0YGBjAysoK48ePV7/376UOtra2AICPPvoIMplMvf3vpQ7h4eEwNDREampqns8YP348OnXqpLHzdHZ2xqRJk3D37l3cuHFD3edN43HixAl4e3vj2bNn6pnjuXPnAgBycnIwbdo0WFtbw8TEBK1bt8aJEyfemIeI6BUWvkSkFeRyOVauXIm4uDhs27YNv/32G6ZNm/ba/oMHD0atWrVw7tw5REdHw9/fH3p6egCA2NhY9OjRAx9//DEuX76MPXv24PTp0xg3blyRMhkZGQEAcnNz8eOPP2LChAmYPHky4uLiMHr0aHh7e+P48eMAgB9++AHLly9HcHAwbt26hZ9++gnNmjUr8Ljnzp0DAGzZsgWJiYnq7X9zc3ND5cqVsW/fPnWbUqlEWFgYBg8erLHzTE1NRWhoKACov37Am8ejXbt2WLFihXrmODExEVOmTAEAeHt74/fff8fu3btx+fJlfPLJJ+jZsydu3bpV6ExEpMUEEVEFMXz4cKGjoyNMTEzUrwEDBhTYNywsTFSpUkW9vWXLFmFubq7erlSpkti6dWuB+w4dOlR8/vnnedpOnTol5HK5yMzMLHCf/x7//v37ok2bNqJWrVoiOztbtGvXTowaNSrPPp988onw8PAQQgixdOlS0aBBA5GTk1Pg8W1sbMTy5cvV2wDEjz/+mKfPnDlzhKOjo3p7/PjxomvXrurt8PBwoa+vL/755593Ok8AwsTERBgbGwsAAoDo27dvgf1fedt4CCHEX3/9JWQymXj48GGe9m7duonp06e/8fhEREIIoStt2U1EpFldunTBunXr1NsmJiYAgOPHj+Pbb7/F1atXkZaWBoVCgaysLGRkZKj7/Jufnx98fHywY8cOuLm54ZNPPkHdunUBANHR0fjrr78QEhKi7i+EgEqlQkJCAho3blxgtmfPnsHU1BRCCLx48QItWrTA/v37oa+vj2vXruW5OA0A2rdvj6CgIADAJ598ghUrVuD9999Hz5494eHhgT59+kBXt/j/jA8ePBht27bFo0ePYGVlhZCQEHh4eOC99957p/OsVKkSYmJioFAoEBkZicWLF2P9+vV5+hR1PAAgJiYGQgg0aNAgT3t2dnaprF0movKPhS8RVSgmJiaoV69enra7d+/Cw8MDvr6++Oabb2BhYYHTp09j5MiRyM3NLfA4c+fOhaenJw4fPoyff/4Zc+bMwe7du/HRRx9BpVJh9OjRedbYvlKnTp3XZntVEMrlclSvXj1fgSeTyfJsCyHUbbVr18aNGzcQERGBX375BWPHjsXixYsRGRmZZwlBUbRq1Qp169bF7t27MWbMGPz444/YsmWL+v3inqdcLlePQaNGjZCUlISBAwfi5MmTAIo3Hq/y6OjoIDo6Gjo6OnneMzU1LdK5E5F2YuFLRBXe+fPnoVAosHTpUsjlLy9tCAsLe+t+DRo0QIMGDTBp0iR89tn/a+fuQRqJojAMn5VMcIiksVFRMqgEbQQDoo2lWAiRAQvXQGwshMTCQuxMlcJmGkFsxBCxsEkghZURC3/AgIg/VUBJJyKkEUVRzlYbVqPoui4LO+9TzoE753Kbj5k5811WVlbEtm0JhUJydnZWFbDf82sgfKmzs1N2dnYkGo1Wru3t7T17qmqapoTDYQmHwxKLxaSjo0NOTk4kFApVrWcYxof+FjE2NiZra2vS3NwsNTU1MjQ0VKl9dp8vTU9Pi+M4ks1mxbbtD52H1+ut6r+7u1uenp7k6upK+vv7/6gnAO7EcBuA/15bW5s8Pj7KwsKCnJ+fy+rqatWr91/d3d1JPB6X7e1tKZVKsru7K4VCoRJCZ2dnZX9/X2KxmBwdHUmxWJRcLidTU1Of7nFmZkZSqZQsLS1JsVgUx3Ekk8lUhrpSqZQsLy/L6elpZQ+maUogEHh1PcuyJJ/Py+XlpZTL5TfvG4lE5PDwUJLJpIyMjEhtbW2l9lX79Pv9MjExIYlEQlT1Q+dhWZbc3NxIPp+X6+trub29lWAwKJFIRKLRqGQyGbm4uJBCoSDz8/OysbHxWz0BcKl/+YExAHyl8fFxHR4efrXmOI42NjaqaZo6ODio6XRaRUTL5bKqPh+mur+/19HRUW1paVGv16tNTU0aj8efDXQdHBzowMCA1tXVqc/n066uLk0mk2/29tqw1kuLi4va2tqqhmFoMBjUdDpdqWWzWe3t7VW/368+n0/7+vp0c3OzUn853JbL5bS9vV09Ho8GAgFVrR5u+6mnp0dFRLe2tqpqX7XPUqmkHo9H19fXVfX981BVnZyc1Pr6ehURTSQSqqr68PCgc3NzalmWGoahDQ0Natu2Hh8fv9kTAPz0TVX130ZvAAAA4O/jUwcAAAC4AsEXAAAArkDwBQAAgCsQfAEAAOAKBF8AAAC4AsEXAAAArkDwBQAAgCsQfAEAAOAKBF8AAAC4AsEXAAAArkDwBQAAgCsQfAEAAOAKPwB4sdFpOoekoAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "GSMODEL的评估指标:\n",
      "KS值: nan\n",
      "AUC值: nan\n",
      "GINI系数: nan\n"
     ]
    }
   ],
   "source": [
    "# 定义要分析的字段列表\n",
    "score_fields = ['SCORE_557', 'QYZXMODEL', 'HNDGMODEL', 'JXJKMODEL', 'FICOMODEL', 'GRZXMODEL', 'HNGRMODEL', 'GSMODEL']\n",
    "\n",
    "# 确保 apply_dt 的格式正确\n",
    "df['apply_dt'] = pd.to_datetime(df['apply_dt'])\n",
    "\n",
    "# 在计算各个评分字段的 KS/AUC/GINI 时，保留 apply_dt\n",
    "for field in score_fields:\n",
    "    valid_data = df[[field, 'Y', 'apply_dt']].dropna()\n",
    "\n",
    "# 定义Y标签\n",
    "df['Y'] = 2  # 默认值为2\n",
    "df.loc[df['PFLAG_30D'] >= 30, 'Y'] = 1  # 逾期30天及以上为1\n",
    "df.loc[df['PFLAG_30D'] <= 0, 'Y'] = 0   # 未逾期为0\n",
    "\n",
    "# 剔除Y=2的样本\n",
    "df = df[df['Y'] != 2]\n",
    "\n",
    "# 导入必要的库\n",
    "import numpy as np\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 对每个评分字段计算KS/AUC/GINI\n",
    "for field in score_fields:\n",
    "    valid_data = df[[field, 'Y', 'apply_dt']].dropna()\n",
    "    \n",
    "    if len(valid_data) == 0:\n",
    "        print(f'\\n{field}字段数据全部为空，跳过计算')\n",
    "        continue\n",
    "        \n",
    "    # 计算ROC曲线\n",
    "    fpr, tpr, thresholds = roc_curve(valid_data['Y'], valid_data[field], pos_label=1)\n",
    "    \n",
    "    # 计算KS值\n",
    "    ks = max(abs(tpr - fpr))\n",
    "    \n",
    "    # 计算AUC值\n",
    "    auc_value = auc(fpr, tpr)\n",
    "    \n",
    "    # 计算GINI系数\n",
    "    gini = 2 * auc_value - 1\n",
    "    \n",
    "    # 绘制ROC曲线\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.plot(fpr, tpr, label=f'ROC curve (AUC = {auc_value:.3f})')\n",
    "    plt.plot([0, 1], [0, 1], 'k--')\n",
    "    plt.xlim([0.0, 1.0])\n",
    "    plt.ylim([0.0, 1.05])\n",
    "    plt.ylabel('True Positive Rate')\n",
    "    plt.title(f'{field} ROC Curve\\nKS={ks:.3f}, GINI={gini:.3f}')\n",
    "    plt.legend(loc=\"lower right\")\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "    plt.xlabel('False Positive Rate')\n",
    "    \n",
    "    print(f'\\n{field}的评估指标:')\n",
    "    print(f'KS值: {ks:.3f}')\n",
    "    print(f'AUC值: {auc_value:.3f}')\n",
    "    print(f'GINI系数: {gini:.3f}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GSMODEL</th>\n",
       "      <th>Y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>599.36</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>628.42</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>590.79</td>\n",
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       "      <th>26</th>\n",
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       "      <th>42</th>\n",
       "      <td>595.33</td>\n",
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      "text/plain": [
       "    GSMODEL  Y\n",
       "0    599.36  0\n",
       "9    628.42  0\n",
       "12   590.79  0\n",
       "26   611.97  0\n",
       "42   595.33  0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "valid_data.head()\n",
    "  # df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[14], line 31\u001b[0m\n\u001b[1;32m     28\u001b[0m \u001b[38;5;66;03m# 对每个模型进行训练和评估\u001b[39;00m\n\u001b[1;32m     29\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m name, model \u001b[38;5;129;01min\u001b[39;00m models\u001b[38;5;241m.\u001b[39mitems():\n\u001b[1;32m     30\u001b[0m     \u001b[38;5;66;03m# 训练模型\u001b[39;00m\n\u001b[0;32m---> 31\u001b[0m     model\u001b[38;5;241m.\u001b[39mfit(X_train, y_train)\n\u001b[1;32m     33\u001b[0m     \u001b[38;5;66;03m# 预测概率\u001b[39;00m\n\u001b[1;32m     34\u001b[0m     y_pred_proba \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mpredict_proba(X_test)[:,\u001b[38;5;241m1\u001b[39m]\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.12/site-packages/sklearn/base.py:1473\u001b[0m, in \u001b[0;36m_fit_context.<locals>.decorator.<locals>.wrapper\u001b[0;34m(estimator, *args, **kwargs)\u001b[0m\n\u001b[1;32m   1466\u001b[0m     estimator\u001b[38;5;241m.\u001b[39m_validate_params()\n\u001b[1;32m   1468\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m config_context(\n\u001b[1;32m   1469\u001b[0m     skip_parameter_validation\u001b[38;5;241m=\u001b[39m(\n\u001b[1;32m   1470\u001b[0m         prefer_skip_nested_validation \u001b[38;5;129;01mor\u001b[39;00m global_skip_validation\n\u001b[1;32m   1471\u001b[0m     )\n\u001b[1;32m   1472\u001b[0m ):\n\u001b[0;32m-> 1473\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m fit_method(estimator, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.12/site-packages/sklearn/linear_model/_logistic.py:1301\u001b[0m, in \u001b[0;36mLogisticRegression.fit\u001b[0;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[1;32m   1299\u001b[0m classes_ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclasses_\n\u001b[1;32m   1300\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m n_classes \u001b[38;5;241m<\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[0;32m-> 1301\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m   1302\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThis solver needs samples of at least 2 classes\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   1303\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m in the data, but the data contains only one\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   1304\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m class: \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m classes_[\u001b[38;5;241m0\u001b[39m]\n\u001b[1;32m   1305\u001b[0m     )\n\u001b[1;32m   1307\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclasses_) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m2\u001b[39m:\n\u001b[1;32m   1308\u001b[0m     n_classes \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n",
      "\u001b[0;31mValueError\u001b[0m: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0"
     ]
    }
   ],
   "source": [
    "# 导入必要的模型库，\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from xgboost import XGBClassifier\n",
    "from lightgbm import LGBMClassifier\n",
    "from sklearn.model_selection import train_test_split\n",
    "# 定义模型列表\n",
    "models = {\n",
    "    'LogisticRegression': LogisticRegression(),\n",
    "    'RandomForest': RandomForestClassifier(random_state=42),\n",
    "    'XGBoost': XGBClassifier(random_state=42),\n",
    "    'LightGBM': LGBMClassifier(random_state=42)\n",
    "}\n",
    "\n",
    "# 定义特征列\n",
    "feature_cols = ['QYZXMODEL','HNDGMODEL','JXJKMODEL','FICOMODEL','GRZXMODEL','HNGRMODEL','GSMODEL']\n",
    "\n",
    "# 准备数据\n",
    "X = df[feature_cols].fillna(df[feature_cols].mean())\n",
    "y = df['Y']\n",
    "\n",
    "# 划分训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# 存储每个模型的KS值\n",
    "ks_scores = {}\n",
    "\n",
    "# 对每个模型进行训练和评估\n",
    "for name, model in models.items():\n",
    "    # 训练模型\n",
    "    model.fit(X_train, y_train)\n",
    "    \n",
    "    # 预测概率\n",
    "    y_pred_proba = model.predict_proba(X_test)[:,1]\n",
    "    \n",
    "    # 计算KS值\n",
    "    fpr, tpr, _ = roc_curve(y_test, y_pred_proba)\n",
    "    ks = max(abs(tpr - fpr))\n",
    "    ks_scores[name] = ks\n",
    "    \n",
    "    print(f'\\n{name}模型的KS值: {ks:.3f}')\n",
    "\n",
    "# 找出KS值最高的模型\n",
    "best_model_name = max(ks_scores, key=ks_scores.get)\n",
    "best_model = models[best_model_name]\n",
    "print(f'\\n最佳模型是{best_model_name}，KS值为{ks_scores[best_model_name]:.3f}')\n",
    "\n",
    "# 对最佳模型进行详细评估\n",
    "y_pred_proba = best_model.predict_proba(X_test)[:,1]\n",
    "fpr, tpr, _ = roc_curve(y_test, y_pred_proba)\n",
    "auc_value = auc(fpr, tpr)\n",
    "gini = 2 * auc_value - 1\n",
    "\n",
    "# 绘制ROC曲线\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(fpr, tpr, label=f'ROC curve (AUC = {auc_value:.3f})')\n",
    "plt.plot([0, 1], [0, 1], 'k--')\n",
    "plt.xlim([0.0, 1.0])\n",
    "plt.ylim([0.0, 1.05])\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.title(f'最佳模型({best_model_name}) ROC Curve\\nKS={ks_scores[best_model_name]:.3f}, GINI={gini:.3f}')\n",
    "plt.legend(loc=\"lower right\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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